{"id":"W4401599704","doi":"10.31219/osf.io/x2weu","title":"Do regional suicide rates predict reproductive fitness among those with mental health conditions? Presenting operational calibrations for testing the theory of psychological aposematism","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Differential (mechanical device); Demography; Census; Psychology; Medicine; Psychiatry; Population; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003935811,0.0002725659,0.0002610514,0.001168727,0.0004357215,0.001021448,0.0008845727,0.0002685645,0.001317453],"category_scores_gemma":[0.02012916,0.0001172458,0.0008406698,0.001835683,0.001539741,0.0006462092,0.000920282,0.0007013903,0.0001301474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00212714,"about_ca_system_score_gemma":0.002292149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3977223,"about_ca_topic_score_gemma":0.3453341,"domain_scores_codex":[0.9987852,0.0006272046,0.00008786282,0.0001951781,0.0001721108,0.0001323832],"domain_scores_gemma":[0.992002,0.003919406,0.0014849,0.001114574,0.001083589,0.0003955026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003734071,0.00001018128,0.9955721,0.00001293785,0.00008257367,0.00001166001,0.0005599996,0.0005915147,0.00007746146,0.0004267387,0.0001141755,0.002503294],"study_design_scores_gemma":[0.000003341624,0.00003854137,0.996051,0.00001020144,0.00002575445,0.00001283846,0.00133755,0.001935798,0.00007380368,0.0003261436,0.0001792233,0.000005791919],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961908,0.00009623841,0.001601927,0.0002038996,0.000008005841,0.0000295048,0.0006694313,0.00001152973,0.00118872],"genre_scores_gemma":[0.9988515,0.00001995924,0.000688599,0.00001211911,0.000002187882,0.00001434449,0.0003315645,0.000002439563,0.00007730953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3977223,"threshold_uncertainty_score":0.7908146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.152142483569409,"score_gpt":0.421263354569254,"score_spread":0.2691208709998449,"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."}}