{"id":"W4407068215","doi":"10.1016/j.drugalcdep.2024.111718","title":"Conducting Community-Based Research on Substance Use in Rural Canada: Ethical and Methodological Considerations for Future Research","year":2025,"lang":"en","type":"article","venue":"Drug and Alcohol Dependence","topic":"Community Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Waterloo","funders":"","keywords":"Substance use; Psychology; Engineering ethics; Sociology; Psychiatry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4023435,0.001714619,0.004254638,0.007177636,0.03199054,0.01549586,0.00870856,0.004641368,0.003244976],"category_scores_gemma":[0.4415755,0.002195113,0.002376521,0.01517987,0.0180116,0.005394866,0.005687875,0.006823712,0.0005346003],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07139868,"about_ca_system_score_gemma":0.3677967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9203725,"about_ca_topic_score_gemma":0.9702524,"domain_scores_codex":[0.6139726,0.2835443,0.02411403,0.007163667,0.05273531,0.01847013],"domain_scores_gemma":[0.3686664,0.3097195,0.04234805,0.04734803,0.2007548,0.03116325],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00411785,0.00454556,0.5119895,0.01494926,0.002103839,0.001648941,0.2136174,0.003556571,0.00267391,0.03725506,0.05718629,0.146356],"study_design_scores_gemma":[0.003637647,0.003593693,0.477194,0.02456825,0.001928341,0.0008094162,0.3630385,0.01179869,0.004491895,0.02192309,0.08620293,0.0008136248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5629754,0.01480999,0.07148274,0.1211001,0.007381774,0.1625456,0.006510123,0.0003963191,0.052798],"genre_scores_gemma":[0.6685408,0.004887548,0.1440201,0.03595147,0.001062759,0.136781,0.001129141,0.0001573795,0.007469752],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9286013,"threshold_uncertainty_score":0.7370169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.81707527641393,"score_gpt":0.6148463887828325,"score_spread":0.2022288876310975,"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."}}