{"id":"W4379512186","doi":"10.32920/23302214.v1","title":"An Exploration of Suicide Reporting in Canadian Newspapers","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Crime, Deviance, and Social Control","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Centre for Social Innovation; York University; Western University","funders":"","keywords":"Newspaper; Reflexivity; Context (archaeology); Politics; Mental illness; Publication; Criminology; Sociology; Media studies; Political science; Psychology; Psychiatry; History; Mental health; Social science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00303066,0.0001129826,0.0003494488,0.0002440698,0.000223625,0.00009333304,0.0002743667,0.0003254562,0.0001086058],"category_scores_gemma":[0.002038036,0.0001280547,0.0001087969,0.0003022131,0.0001045517,0.0003403465,0.00003534105,0.0002790325,0.00001400543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004767934,"about_ca_system_score_gemma":0.003173257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9946059,"about_ca_topic_score_gemma":0.9995235,"domain_scores_codex":[0.9978405,0.0002294619,0.0008522678,0.0003195065,0.0003284262,0.0004298964],"domain_scores_gemma":[0.9985582,0.00007597205,0.0006877677,0.0002572619,0.0001563328,0.0002644699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002191629,0.00007204785,0.3987183,0.0001407195,0.00006945871,0.0001653827,0.4322197,0.003037137,0.0002990128,0.130279,0.001346587,0.03363076],"study_design_scores_gemma":[0.000762521,0.00009131528,0.1771953,0.0006565973,0.0001042097,3.141288e-7,0.638176,0.00195003,0.0001675666,0.1450001,0.03418624,0.001709852],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5953442,0.0001755485,0.0003834636,0.00874,0.002691563,0.001578604,0.0000305583,0.0003361323,0.3907199],"genre_scores_gemma":[0.9968761,0.0001313351,0.0001556795,0.0001385838,0.0003604901,0.00004079151,0.00004062274,0.00001637102,0.00224009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4015318,"threshold_uncertainty_score":0.5629222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2072388958790689,"score_gpt":0.4294143388462209,"score_spread":0.222175442967152,"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."}}