{"id":"W4381248350","doi":"10.2196/preprints.49981","title":"Substance-Related Acute Toxicity Deaths in Canada From 2016 to 2017: Protocol for a Retrospective Chart Review Study of Coroner and Medical Examiner Files (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coroner; Medical examiner; Medicine; Socioeconomic status; Context (archaeology); Population; Family medicine; Public health; Medical emergency; Environmental health; Poison control; Injury prevention; Geography; Nursing","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":[0.03874411,0.001910218,0.002494618,0.007410516,0.007322439,0.003968514,0.003277336,0.001771506,0.02399188],"category_scores_gemma":[0.03874623,0.002665272,0.002073565,0.0091379,0.002327505,0.002832493,0.00226838,0.001916831,0.005173767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02874997,"about_ca_system_score_gemma":0.1305413,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2935433,"about_ca_topic_score_gemma":0.5104538,"domain_scores_codex":[0.9746476,0.008668798,0.007085567,0.002983925,0.004415815,0.00219831],"domain_scores_gemma":[0.9530116,0.004674183,0.007644587,0.004915533,0.02702281,0.002731356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.02996639,0.008674162,0.184535,0.04647981,0.001208661,0.005904557,0.03479295,0.006943577,0.007055866,0.01820414,0.4827543,0.1734806],"study_design_scores_gemma":[0.01694121,0.004596803,0.4061923,0.02515152,0.0005551126,0.001045155,0.02192413,0.00420803,0.003112863,0.003512084,0.5119051,0.0008557337],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.007307605,0.0004014242,0.002805566,0.0003486233,0.0001614117,0.9649859,0.02150066,0.00007660532,0.002412095],"genre_scores_gemma":[0.01228917,0.0005926541,0.008586436,0.0004585769,0.00007832362,0.9686706,0.008403691,0.00001712757,0.0009033768],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7064567,"threshold_uncertainty_score":0.5836694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04013924563987958,"score_gpt":0.345888586267258,"score_spread":0.3057493406273784,"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."}}