{"id":"W4320485083","doi":"10.1111/dar.13614","title":"A latent class analysis of patterns of tobacco and cannabis use in Australia and their health‐related correlates","year":2023,"lang":"en","type":"article","venue":"Drug and Alcohol Review","topic":"Cannabis and Cannabinoid Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Health and Medical Research Council","keywords":"Cannabis; Latent class model; Environmental health; Addiction; Medicine; Tobacco use; Tobacco product; Odds ratio; Mental health; Psychiatry; Population","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":[0.0007846697,0.000143268,0.0009586697,0.0003740989,0.0000273971,0.00001235298,0.00004362824,0.00005458303,0.00006200718],"category_scores_gemma":[0.00007330457,0.00009940805,0.0001243877,0.00119043,0.00009746628,0.00005073081,0.00007592553,0.0001844747,0.000001219015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002271627,"about_ca_system_score_gemma":0.00005627428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00474631,"about_ca_topic_score_gemma":0.0008539777,"domain_scores_codex":[0.9986293,0.0001133433,0.0005791275,0.0002651004,0.0001684075,0.0002447107],"domain_scores_gemma":[0.9993309,0.00003038504,0.0001566435,0.0002156646,0.00008361012,0.000182808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003333763,0.00007619292,0.9510052,0.006142016,0.0004995833,0.00002836201,0.0009115533,0.000006444006,0.0002008064,0.000149498,0.01141682,0.02953025],"study_design_scores_gemma":[0.0007917724,0.0001206823,0.9854958,0.004568594,0.0004296166,0.00001909566,0.0002483142,0.0004270806,0.00006655806,0.00001975921,0.007699681,0.0001130584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9311246,0.05822032,3.0047e-7,0.01001686,0.00001668231,0.0005002423,0.00009928523,0.00001049481,0.00001122393],"genre_scores_gemma":[0.8391594,0.1575044,0.000002656382,0.0002218355,0.000004054133,0.00002487079,0.00006914214,0.000009644876,0.003004017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09928406,"threshold_uncertainty_score":0.7175033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0579913386630913,"score_gpt":0.3539057134264516,"score_spread":0.2959143747633602,"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."}}