{"id":"W6964604514","doi":"10.26180/18226577","title":"Characterising opioid overdose and mortality in cohorts of people who use drugs","year":2022,"lang":"en","type":"dissertation","venue":"Monash University","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Opioid overdose; Drug overdose; Opioid; Suicide prevention; Injury prevention; Poison control; Human factors and ergonomics; Occupational safety and health","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001031276,0.0001210432,0.0002192611,0.0001050642,0.00009801439,0.00001452164,0.0001603128,0.00006841648,0.002326355],"category_scores_gemma":[0.000006872481,0.0001548642,0.0000447007,0.0002596293,0.00004670843,0.0003168307,0.000249788,0.0001410402,0.00001331816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001887002,"about_ca_system_score_gemma":0.00001093366,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03289219,"about_ca_topic_score_gemma":0.005370602,"domain_scores_codex":[0.9992321,0.00004849656,0.0001086554,0.0002509753,0.0002213186,0.0001385225],"domain_scores_gemma":[0.9996206,0.00002101082,0.0001351577,0.000176632,0.000003533036,0.00004313242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005868871,0.00004966562,0.9892836,0.00007435764,0.00001547731,0.00002438673,0.008895248,0.00004788811,0.0001003642,0.0001785429,0.0006376878,0.0006341563],"study_design_scores_gemma":[0.0001671167,0.00001422856,0.9895981,0.00001973249,0.00003347038,1.547768e-7,0.0007866654,0.0001453022,0.00002206033,0.00003079442,0.009044425,0.0001379789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805277,0.0000101564,2.438547e-7,0.000008588862,0.00008626858,0.0001857167,0.00005253301,0.00001135234,0.01911747],"genre_scores_gemma":[0.9670666,0.0001896024,0.00001230732,0.00001927276,0.000006331486,5.716922e-7,0.0003900258,0.000008746088,0.03230657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02752159,"threshold_uncertainty_score":0.9985856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006875721144013269,"score_gpt":0.2142165966039981,"score_spread":0.2073408754599848,"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."}}