{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001579967,0.0001915949,0.0002891869,0.0001133144,0.001850353,0.00003164191,0.0002625139,0.0001437603,0.0003371534],"category_scores_gemma":[0.0002120901,0.0001650271,0.00003106654,0.0002699331,0.0002277546,0.001208848,0.0003138027,0.0007643549,0.0004849648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100319,"about_ca_system_score_gemma":0.001026851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001314377,"about_ca_topic_score_gemma":0.005272059,"domain_scores_codex":[0.9974279,0.0007293564,0.0006834892,0.000327023,0.0003009479,0.0005313144],"domain_scores_gemma":[0.9978923,0.000615225,0.0002668826,0.0004739161,0.0003974144,0.0003542688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001641378,0.000116036,0.7371505,0.000675272,0.00002138547,0.000007065407,0.02743173,1.159016e-7,0.0001444698,0.007729138,0.2254748,0.00108536],"study_design_scores_gemma":[0.00207671,0.00007928895,0.3872484,0.00128756,0.00000598881,0.000003257374,0.003079455,0.00006482271,0.00004967348,0.009654979,0.5960698,0.0003800814],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719325,0.001562626,0.0002230421,0.005070191,0.002002625,0.00201653,0.00002510487,0.000230109,0.01693724],"genre_scores_gemma":[0.9703788,0.000117583,0.0007277631,0.005452326,0.0002670942,0.0002472772,0.00004148944,0.00002771274,0.02273998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3705949,"threshold_uncertainty_score":0.9994491,"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."}}