{"id":"W6977022258","doi":"10.60770/b8hn-9j13","title":"Understanding mental health, burnout, and substance abuse among legal professionals in Canada","year":2024,"lang":"en","type":"article","venue":"MRU-Repo","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Thematic analysis; Substance abuse; Intervention (counseling); Mental health; Exploratory research; Legal profession; Substance use; 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":[0.003876293,0.0001912317,0.0004900388,0.002967879,0.01476221,0.004680114,0.001265195,0.0008082257,0.0020763],"category_scores_gemma":[0.01039089,0.0003611742,0.0004093924,0.005529619,0.003458999,0.001746564,0.003479965,0.001873296,0.0001070125],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1202493,"about_ca_system_score_gemma":0.3218627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9956487,"about_ca_topic_score_gemma":0.9983322,"domain_scores_codex":[0.9967384,0.0003905776,0.0001267922,0.0002027982,0.001265762,0.001275682],"domain_scores_gemma":[0.9922616,0.001402332,0.0008894688,0.00008335701,0.002961152,0.002402038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005409704,0.0002828132,0.5118271,0.001464585,0.00008479089,0.000862726,0.3344076,0.0003194558,0.0006723647,0.009681213,0.01826975,0.1220735],"study_design_scores_gemma":[0.00001038369,0.00004967425,0.6092304,0.002274273,0.00006182957,0.000178839,0.3566776,0.0004041191,0.0001915821,0.001099987,0.02976552,0.00005582918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9287782,0.01239205,0.0004343634,0.03530365,0.0001331096,0.0001575181,0.0006198225,0.00001835173,0.02216298],"genre_scores_gemma":[0.9828185,0.01161213,0.0005747704,0.002569944,0.00002155451,0.00006831978,0.0002252869,0.000007105146,0.002102381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8797507,"threshold_uncertainty_score":0.8724735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08178621083139342,"score_gpt":0.3791170172549491,"score_spread":0.2973308064235556,"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."}}