{"id":"W4416124915","doi":"10.21203/rs.3.rs-7746730/v1","title":"Faith, Education, and Engagement: Community-Based Solutions to Substance Use in Immigrant Communities in Saskatchewan.","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Immigration; Acculturation; Focus group; Community cohesion; Psychological resilience; Cultural diversity; Substance use; Culturally sensitive; Qualitative research","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":[],"consensus_categories":[],"category_scores_codex":[0.003127948,0.0002007881,0.0001935366,0.0004800905,0.004787407,0.002254154,0.001141815,0.001147858,0.00671092],"category_scores_gemma":[0.005638501,0.0001560237,0.0002349236,0.0006844505,0.002170261,0.001137438,0.007553401,0.002911409,0.0003497409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008313514,"about_ca_system_score_gemma":0.05503331,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2811593,"about_ca_topic_score_gemma":0.6853423,"domain_scores_codex":[0.9983451,0.001020976,0.00003169206,0.00004857672,0.000119312,0.0004343375],"domain_scores_gemma":[0.9964151,0.0006411916,0.0001180141,0.0001335504,0.0002997962,0.002392176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000303178,0.002926732,0.08175606,0.000695557,0.00009750274,0.0007194889,0.1061677,0.0004140807,0.001461625,0.01611933,0.06966496,0.7196737],"study_design_scores_gemma":[0.000386041,0.0009438547,0.2140382,0.002739986,0.0001803491,0.0003220651,0.6697163,0.0009871152,0.001241489,0.01599204,0.09337214,0.0000804285],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7441862,0.004875839,0.001412332,0.212279,0.0006972467,0.0004229749,0.000313796,0.00008105782,0.03573155],"genre_scores_gemma":[0.9787354,0.004029434,0.002883332,0.005210479,0.00006120565,0.000403681,0.0001444241,0.00001436997,0.008517683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7188407,"threshold_uncertainty_score":0.5590456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639772251113116,"score_gpt":0.4092665150362301,"score_spread":0.2452892899249184,"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."}}