{"id":"W4391251676","doi":"10.53379/cjcd.2024.386","title":"Career Counselling Considerations for Individuals With Mental Disorders","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Career Development","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University","funders":"","keywords":"Psychology; Psychotherapist; Clinical psychology; Medical education; Psychiatry; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003142052,0.0001533406,0.0001854812,0.0003245969,0.0003599777,0.0001675084,0.0001172294,0.00006317779,0.001179501],"category_scores_gemma":[0.000007018395,0.0001217846,0.00005931809,0.0001285729,0.00005541087,0.000143875,0.000002991718,0.0001443763,0.00003161071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003719432,"about_ca_system_score_gemma":0.001664662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007613697,"about_ca_topic_score_gemma":0.04331031,"domain_scores_codex":[0.9987998,0.00002870721,0.0003979789,0.0001680596,0.0002164178,0.000389027],"domain_scores_gemma":[0.9991009,0.0001306184,0.00009029966,0.00008568499,0.0001297444,0.0004627607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001682122,0.0001606959,0.1406848,0.0004787411,0.004028166,0.001487769,0.2123979,0.0001295196,0.00002170399,0.02125153,0.3668409,0.25235],"study_design_scores_gemma":[0.001648658,0.000332153,0.01008846,0.0004361616,0.0001378885,0.0003866524,0.004221463,0.00001092941,0.0002878334,0.001514315,0.9805795,0.0003560116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953592,0.01699947,0.003663109,0.007755936,0.007735539,0.001916075,0.0003711932,0.00004326309,0.007923388],"genre_scores_gemma":[0.9938876,0.00002614425,0.004032033,0.0004615366,0.0001383758,0.00007939783,0.00004382834,0.0000301685,0.001300927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6137385,"threshold_uncertainty_score":0.9997336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05447921547273726,"score_gpt":0.3129936677054621,"score_spread":0.2585144522327248,"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."}}