{"id":"W4406874177","doi":"10.1080/15563650.2024.2447490","title":"Understanding an overdose: intention, motivation, and risk","year":2025,"lang":"en","type":"article","venue":"Clinical Toxicology","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Psychology; Medical emergency; Poison control; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0008845974,0.0001170603,0.000320958,0.0001112457,0.0002190141,0.00001973924,0.0001252534,0.0002832188,0.000573224],"category_scores_gemma":[0.001625412,0.0001069897,0.0000767468,0.0001995409,0.0003847982,0.00006606818,0.0001063438,0.0003414255,0.00005908885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004850642,"about_ca_system_score_gemma":0.00002728984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004305705,"about_ca_topic_score_gemma":0.0001423619,"domain_scores_codex":[0.9981706,0.0005585912,0.0005363583,0.0004379348,0.00005210674,0.0002443973],"domain_scores_gemma":[0.9973512,0.002100988,0.0001323207,0.0002723144,0.00006499419,0.000078172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001215866,0.0002442725,0.8746032,0.000004613654,0.0002832078,0.000007217665,0.0002845751,7.030363e-7,0.00001374814,0.1060952,0.01535823,0.002983464],"study_design_scores_gemma":[0.001320779,0.0004205048,0.9269704,0.000003881956,0.00009786451,0.000003590701,0.002275155,0.00003946449,0.000005025631,0.06233024,0.006429401,0.0001036673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9546413,0.0004233366,0.01173124,0.00181625,0.002649592,0.0002012236,0.000006853988,0.0001058329,0.02842434],"genre_scores_gemma":[0.9938917,0.0004736664,0.0001508874,0.00252002,0.0001513184,0.00002278861,0.000006445075,0.000009445742,0.002773766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05236726,"threshold_uncertainty_score":0.6276401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2795525570923144,"score_gpt":0.4587081719718906,"score_spread":0.1791556148795762,"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."}}