{
  "screened_records": 2034,
  "relevant_records": 1331,
  "irrelevant_records": 703,
  "relevance_rate": 0.6544,
  "outcome_groups": {
    "Irrelevant": 703,
    "Non-empirical": 171,
    "Quantitative": 915,
    "Qualitative": 180,
    "Review": 65
  },
  "evidence_class": {
    "Empirical": 1160,
    "Non-empirical": 171
  },
  "by_source": {
    "SWRD": {
      "screened": 796,
      "relevant": 584,
      "Irrelevant": 212,
      "Non-empirical": 171,
      "Quantitative": 301,
      "Qualitative": 83,
      "Review": 29
    },
    "SSWR": {
      "screened": 1238,
      "relevant": 747,
      "Irrelevant": 491,
      "Non-empirical": 0,
      "Quantitative": 614,
      "Qualitative": 97,
      "Review": 36
    }
  },
  "screening_basis": {
    "title_and_abstract": 1972,
    "title_only": 62
  },
  "title_only_outcomes": {
    "Non-empirical": 54,
    "Irrelevant": 8
  },
  "model_effort": {
    "requests": 2034,
    "total_model_hours": 1.73,
    "median_seconds_per_record": 3.3,
    "slowest_seconds": 4.74,
    "attempts_needed": {
      "1": 2034
    },
    "prompt_tokens": 2856937,
    "completion_tokens": 49191
  },
  "corrections": {
    "blind_audit_disagreements_adjudicated": 8,
    "blind_audit_labels_changed": 6,
    "spot_check_records_reviewed": 2,
    "spot_check_labels_changed": 2
  },
  "synthesis_by_period": [
    {
      "period": "1989-1999",
      "empirical": 25,
      "syntheses": 0,
      "share": 0.0,
      "per_year": 0.0
    },
    {
      "period": "2000-2009",
      "empirical": 104,
      "syntheses": 4,
      "share": 0.03846,
      "per_year": 0.4
    },
    {
      "period": "2010-2014",
      "empirical": 128,
      "syntheses": 7,
      "share": 0.05469,
      "per_year": 1.4
    },
    {
      "period": "2015-2019",
      "empirical": 301,
      "syntheses": 13,
      "share": 0.04319,
      "per_year": 2.6
    },
    {
      "period": "2020-2026",
      "empirical": 602,
      "syntheses": 41,
      "share": 0.06811,
      "per_year": 5.86
    }
  ],
  "first_synthesis_year": 2004,
  "syntheses_since_2020": 41,
  "syntheses_by_year": {
    "2004": 1,
    "2008": 3,
    "2011": 1,
    "2012": 2,
    "2013": 1,
    "2014": 3,
    "2016": 1,
    "2017": 2,
    "2018": 3,
    "2019": 7,
    "2020": 5,
    "2021": 7,
    "2022": 2,
    "2023": 5,
    "2024": 10,
    "2025": 6,
    "2026": 6
  },
  "relevant_by_year": {
    "SWRD": {
      "1989": 1,
      "1990": 2,
      "1991": 6,
      "1992": 2,
      "1993": 3,
      "1994": 4,
      "1995": 9,
      "1996": 12,
      "1997": 5,
      "1998": 10,
      "1999": 5,
      "2000": 5,
      "2001": 9,
      "2002": 11,
      "2003": 10,
      "2004": 8,
      "2005": 12,
      "2006": 12,
      "2007": 13,
      "2008": 17,
      "2009": 10,
      "2010": 13,
      "2011": 21,
      "2012": 23,
      "2013": 17,
      "2014": 21,
      "2015": 15,
      "2016": 22,
      "2017": 18,
      "2018": 22,
      "2019": 32,
      "2020": 31,
      "2021": 24,
      "2022": 34,
      "2023": 45,
      "2024": 50,
      "2025": 30
    },
    "SSWR": {
      "2005": 7,
      "2006": 5,
      "2007": 5,
      "2008": 10,
      "2009": 8,
      "2010": 9,
      "2011": 5,
      "2012": 14,
      "2013": 19,
      "2014": 11,
      "2015": 31,
      "2016": 46,
      "2017": 42,
      "2018": 47,
      "2019": 58,
      "2020": 63,
      "2021": 46,
      "2022": 41,
      "2023": 50,
      "2024": 75,
      "2025": 72,
      "2026": 83
    }
  },
  "relevant_swrd_journal_count": 63,
  "top_swrd_journals": [
    [
      "Child & Adolescent Social Work Journal",
      38
    ],
    [
      "Social Work in Mental Health",
      37
    ],
    [
      "Social Work",
      33
    ],
    [
      "Journal of Human Behavior in the Social Environment",
      27
    ],
    [
      "British Journal of Social Work",
      26
    ],
    [
      "Health & Social Work",
      23
    ],
    [
      "Journal of Gerontological Social Work",
      22
    ],
    [
      "Clinical Social Work Journal",
      22
    ],
    [
      "Research on Social Work Practice",
      20
    ],
    [
      "Social Work in Public Health",
      16
    ],
    [
      "Journal of Technology in Human Services",
      15
    ],
    [
      "Journal of Social Work Practice",
      13
    ],
    [
      "Journal of Social Service Research",
      13
    ],
    [
      "Journal of Psychosocial Oncology",
      13
    ],
    [
      "Children & Schools",
      13
    ]
  ],
  "top_sswr_contributors": [
    {
      "name": "Anthony Fulginiti",
      "presentations": 20,
      "solo": 3
    },
    {
      "name": "Sean Joe",
      "presentations": 17,
      "solo": 3
    },
    {
      "name": "Jordan E. DeVylder",
      "presentations": 15,
      "solo": 1
    },
    {
      "name": "Lindsay A. Bornheimer",
      "presentations": 15,
      "solo": 0
    },
    {
      "name": "Christina M. Sellers",
      "presentations": 15,
      "solo": 0
    },
    {
      "name": "Eric Rice",
      "presentations": 13,
      "solo": 0
    },
    {
      "name": "Phillip Baiden",
      "presentations": 13,
      "solo": 0
    },
    {
      "name": "Michael A. Lindsey",
      "presentations": 12,
      "solo": 0
    },
    {
      "name": "Kimberly H. McManama O'Brien",
      "presentations": 11,
      "solo": 0
    },
    {
      "name": "Jeremy Goldbach",
      "presentations": 11,
      "solo": 0
    },
    {
      "name": "Enoch Azasu",
      "presentations": 11,
      "solo": 2
    },
    {
      "name": "Yunyu Xiao",
      "presentations": 10,
      "solo": 2
    },
    {
      "name": "Boyoung Nam",
      "presentations": 10,
      "solo": 0
    },
    {
      "name": "Elizabeth A. Wharff",
      "presentations": 9,
      "solo": 0
    },
    {
      "name": "Orion P. Mowbray",
      "presentations": 9,
      "solo": 0
    },
    {
      "name": "Hannah Szlyk",
      "presentations": 9,
      "solo": 1
    },
    {
      "name": "Abigail Ross",
      "presentations": 9,
      "solo": 0
    },
    {
      "name": "Hyeouk Chris Hahm",
      "presentations": 8,
      "solo": 0
    },
    {
      "name": "Carolina M. Hausmann-Stabile",
      "presentations": 8,
      "solo": 1
    },
    {
      "name": "Robin E. Gearing",
      "presentations": 8,
      "solo": 0
    },
    {
      "name": "Lauren E. Gulbas",
      "presentations": 8,
      "solo": 0
    },
    {
      "name": "Sarah Kintzle",
      "presentations": 8,
      "solo": 2
    },
    {
      "name": "Janelle R. Goodwill",
      "presentations": 8,
      "solo": 5
    }
  ],
  "top_swrd_contributors": [
    {
      "name": "Mirick, R.",
      "presentations": 18,
      "solo": 6
    },
    {
      "name": "Mccauley, J.",
      "presentations": 9,
      "solo": 0
    },
    {
      "name": "Nugent, W.",
      "presentations": 8,
      "solo": 0
    },
    {
      "name": "Joe, S.",
      "presentations": 8,
      "solo": 1
    },
    {
      "name": "Bridger, J.",
      "presentations": 8,
      "solo": 0
    },
    {
      "name": "Jacobson, J.",
      "presentations": 7,
      "solo": 0
    },
    {
      "name": "Berkowitz, L.",
      "presentations": 7,
      "solo": 0
    },
    {
      "name": "Slovak, K.",
      "presentations": 6,
      "solo": 1
    },
    {
      "name": "Walls, N.",
      "presentations": 6,
      "solo": 0
    },
    {
      "name": "Kim, Y.",
      "presentations": 6,
      "solo": 0
    },
    {
      "name": "Devylder, J.",
      "presentations": 6,
      "solo": 1
    },
    {
      "name": "Manetta, A.",
      "presentations": 5,
      "solo": 1
    },
    {
      "name": "Sanders, S.",
      "presentations": 5,
      "solo": 0
    },
    {
      "name": "Ting, L.",
      "presentations": 5,
      "solo": 0
    },
    {
      "name": "Matthieu, M.",
      "presentations": 5,
      "solo": 0
    },
    {
      "name": "Cerel, J.",
      "presentations": 5,
      "solo": 0
    },
    {
      "name": "O'Brien, K.",
      "presentations": 5,
      "solo": 1
    },
    {
      "name": "Osteen, Philip",
      "presentations": 5,
      "solo": 1
    },
    {
      "name": "Kourgiantakis, T.",
      "presentations": 5,
      "solo": 0
    },
    {
      "name": "Lee, Eunjung",
      "presentations": 5,
      "solo": 0
    }
  ],
  "year_range": [
    1989,
    2026
  ],
  "audit": {
    "blind_model_audit": {
      "audit_version": "stratified-blind-audit-v1.0",
      "model": "qwen3.6:27b",
      "method": "Reproducible stratified random sample; blind one-record rescreen; thinking-mode adjudication of every disagreement",
      "random_seed": 20260802,
      "sample_per_group": 20,
      "total_sampled": 100,
      "group_statistics": {
        "Irrelevant": {
          "sampled": 20,
          "full_label_agreements": 18,
          "full_label_agreement_rate": 0.9
        },
        "Relevant Non-empirical": {
          "sampled": 20,
          "full_label_agreements": 19,
          "full_label_agreement_rate": 0.95
        },
        "Quantitative": {
          "sampled": 20,
          "full_label_agreements": 19,
          "full_label_agreement_rate": 0.95
        },
        "Qualitative": {
          "sampled": 20,
          "full_label_agreements": 16,
          "full_label_agreement_rate": 0.8
        },
        "Review": {
          "sampled": 20,
          "full_label_agreements": 20,
          "full_label_agreement_rate": 1.0
        }
      },
      "full_label_agreements": 92,
      "full_label_agreement_rate": 0.92,
      "disagreements_adjudicated": 8,
      "sampled_records_corrected_after_adjudication": 6,
      "completed_at": "2026-08-02T19:39:00.981392+00:00"
    },
    "independent_manual_spot_check": {
      "method": "Independent manual inspection of title and full abstract against the prespecified rubric",
      "random_seed": 20260803,
      "excluded_prior_model_audit_records": 100,
      "sample_per_group": 4,
      "total_sampled": 20,
      "agreements": 18,
      "agreement_rate": 0.9,
      "records_corrected": 2,
      "group_statistics": {
        "Irrelevant": {
          "sampled": 4,
          "agreements": 3,
          "agreement_rate": 0.75
        },
        "Relevant Non-empirical": {
          "sampled": 4,
          "agreements": 4,
          "agreement_rate": 1.0
        },
        "Quantitative": {
          "sampled": 4,
          "agreements": 4,
          "agreement_rate": 1.0
        },
        "Qualitative": {
          "sampled": 4,
          "agreements": 3,
          "agreement_rate": 0.75
        },
        "Review": {
          "sampled": 4,
          "agreements": 4,
          "agreement_rate": 1.0
        }
      },
      "completed_at": "2026-08-02T19:42:14.498416+00:00"
    }
  },
  "model": "qwen3.6:27b",
  "prompt_version": "suicide-screen-v1.4-one-record-labels"
}
