{"id":"W2011375131","doi":"10.1177/107906320301500414","title":"Men in His Category Have a 50% Likelihood, But Which Half Is He In? Comments on Berlin, Galbreath, Geary, and McGlone","year":2003,"lang":"en","type":"letter","venue":"Sexual Abuse","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Layperson; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0008543945,0.001455569,0.00164007,0.001448632,0.0001636215,0.0001401261,0.0009345957,0.002362166,0.0009159683],"category_scores_gemma":[0.00005899256,0.001510725,0.0001332549,0.0007303634,0.0002671458,0.0002160113,0.0001548277,0.005115104,0.0009551384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000581548,"about_ca_system_score_gemma":0.0001378495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01060805,"about_ca_topic_score_gemma":0.005028151,"domain_scores_codex":[0.992034,0.0009493952,0.001475584,0.002489888,0.0009182274,0.002132959],"domain_scores_gemma":[0.9963823,0.0004830192,0.0006148771,0.002062248,0.0001147346,0.0003428199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003896384,0.0008260906,0.01981417,0.0001611318,0.0003633127,0.00147404,0.0133122,0.000001359746,0.00003526442,0.00003255476,0.960847,0.002743238],"study_design_scores_gemma":[0.008248162,0.001626025,0.01063825,0.0004618781,0.0001985029,0.0004314485,0.005567417,0.00002662166,0.00002395296,0.0009700546,0.9695352,0.002272508],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.400768,0.005635698,0.00002259239,0.4061605,0.08684824,0.004163881,0.0009922684,0.0003849287,0.09502385],"genre_scores_gemma":[0.03606179,0.0004699562,0.000385368,0.9112006,0.009168452,0.0006985799,0.001510277,0.0008734664,0.03963148],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5050401,"threshold_uncertainty_score":0.9999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02817848794127009,"score_gpt":0.2936213720282245,"score_spread":0.2654428840869544,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}