{"id":"W127097073","doi":"","title":"Killing Ourselves: Depression as an Institutional, Workplace and Professionalism Problem","year":2012,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Depression (economics); Institution; Liberian dollar; Psychology; Political science; Public relations; Law; Sociology; Business; Economics; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001145074,0.0001645221,0.0001369891,0.0002956223,0.001729824,0.000414429,0.0003644579,0.0002245967,0.0001825675],"category_scores_gemma":[0.0001935671,0.0001751034,0.00003757916,0.0006538797,0.0002488596,0.009824722,0.0001310822,0.0006624201,0.0001688041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002021285,"about_ca_system_score_gemma":0.0006823101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001111069,"about_ca_topic_score_gemma":0.00100459,"domain_scores_codex":[0.9980138,0.0005984192,0.0001771456,0.0003133848,0.0004596657,0.0004375875],"domain_scores_gemma":[0.9987535,0.000188208,0.0001879653,0.0002295542,0.0002415028,0.0003992818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000416014,0.0002093127,0.9629521,0.00001727572,0.00001445202,0.000006338381,0.01345341,0.000004355692,0.00007334264,0.02181982,0.000005048436,0.001402925],"study_design_scores_gemma":[0.0004754169,0.00002799896,0.7474703,0.0001938056,0.00005434578,0.00002029342,0.01317336,1.529278e-7,0.0001105836,0.0009124842,0.2372084,0.0003528611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850296,0.0001989106,0.0002381392,0.004504155,0.0005648076,0.0003093936,0.000005788883,0.0001424779,0.009006748],"genre_scores_gemma":[0.9773644,0.00009247939,0.0002944077,0.000839078,0.0003076037,0.000003307402,0.00002848905,0.00001580979,0.02105442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2372033,"threshold_uncertainty_score":0.9995698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1871533906453454,"score_gpt":0.4297225796756863,"score_spread":0.2425691890303409,"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."}}