{"id":"W2781829198","doi":"10.1177/0091450917748982","title":"Substance Use and Professional Identity","year":2018,"lang":"en","type":"article","venue":"Contemporary Drug Problems","topic":"Community Health and Development","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Psychology; Thematic analysis; Substance use; Addiction; Substance abuse; Socialization; Context (archaeology); Qualitative research; Normative; Professional development; Social psychology; Clinical psychology; Pedagogy; Psychiatry; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003826761,0.0001453534,0.0002486705,0.001344338,0.01082962,0.006432538,0.0006939016,0.001111488,0.008311269],"category_scores_gemma":[0.01057636,0.0001814351,0.0002694473,0.0009253686,0.01159104,0.002864348,0.008327658,0.001742405,0.0009175888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004386891,"about_ca_system_score_gemma":0.01164861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02664147,"about_ca_topic_score_gemma":0.02193663,"domain_scores_codex":[0.992591,0.00338591,0.0002376267,0.0005671594,0.001770014,0.001448319],"domain_scores_gemma":[0.9904061,0.002195867,0.001397747,0.0005421966,0.001450544,0.004007556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001005142,0.0004819414,0.1477256,0.0001728859,0.00003718162,0.0007957966,0.4880623,0.0001824702,0.0009631063,0.1754465,0.009630076,0.1764016],"study_design_scores_gemma":[0.00002965896,0.0002041413,0.1452982,0.0004711217,0.00002398439,0.001582219,0.5379701,0.0006287743,0.0005930011,0.06693521,0.2461968,0.00006676972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.678331,0.002692282,0.003761797,0.03302826,0.0005456062,0.000077323,0.00006918523,0.00003058002,0.2814639],"genre_scores_gemma":[0.9880561,0.0007590448,0.0005950165,0.000755959,0.00005419607,0.00002216888,0.00002015337,0.00001074717,0.009726618],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02664147,"threshold_uncertainty_score":0.05297279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1704637235827654,"score_gpt":0.4148308835673495,"score_spread":0.2443671599845841,"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."}}