{"id":"W7019096863","doi":"","title":"Exploring the Perceptions of Alcohol Use among South Asian (SA) Punjabi Affected Family Members (AFMs) and their Experiences with Problem Drinking","year":2021,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Participant observation; Perception; Qualitative research; Addiction; Narrative; South asia; Suicide prevention; Human factors and ergonomics; Mental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003615065,0.0004896823,0.0004956429,0.0008646083,0.008792314,0.002149202,0.00106288,0.0008907919,0.002308178],"category_scores_gemma":[0.004938142,0.0004998859,0.0003397166,0.0009313719,0.006703057,0.00185334,0.003075408,0.001800916,0.0001566092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004580939,"about_ca_system_score_gemma":0.004672568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07565733,"about_ca_topic_score_gemma":0.1281617,"domain_scores_codex":[0.9978095,0.001380034,0.0000821062,0.0001101044,0.0002276423,0.000390673],"domain_scores_gemma":[0.9969848,0.001760467,0.0003359975,0.00008085277,0.0003732556,0.0004645473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001086193,0.00001597157,0.007032683,0.00009221653,0.000004205209,0.001137411,0.9885516,0.00001448503,0.0005160986,0.0002423646,0.0002466499,0.002135418],"study_design_scores_gemma":[9.926773e-7,0.0000199042,0.002913548,0.00008176684,0.000003219045,0.0003570472,0.9941612,0.00001463268,0.00007933039,0.00005943941,0.002302889,0.000005998269],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957482,0.0006086752,0.0002778456,0.001122523,0.00002660868,0.00003964886,0.00004455631,0.000004158635,0.002127812],"genre_scores_gemma":[0.9970707,0.0008594002,0.0003643425,0.0004849406,0.000007682953,0.00005598726,0.0000263081,0.000005621494,0.001124853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07565733,"threshold_uncertainty_score":0.1504339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03802263525697291,"score_gpt":0.2250191284018462,"score_spread":0.1869964931448733,"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."}}