{"id":"W2244907052","doi":"10.1093/bjsw/bcv135","title":"Understanding Depression from Different Paradigms: Toward an Eclectic Social Work Approach","year":2015,"lang":"en","type":"article","venue":"The British Journal of Social Work","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Positivism; Depression (economics); Mental health; Psychology; Social work; Epistemology; Sociology; Social psychology; Management science; Psychotherapist; Political science; Engineering; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04216773,0.001752421,0.001742659,0.009961895,0.01052137,0.02602346,0.004887168,0.009337655,0.001654061],"category_scores_gemma":[0.02117346,0.001136255,0.001244934,0.003712821,0.07027885,0.02948777,0.02134371,0.0196256,0.0005902186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01576784,"about_ca_system_score_gemma":0.01934259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00441774,"about_ca_topic_score_gemma":0.004538188,"domain_scores_codex":[0.9674662,0.02590306,0.001350456,0.001165627,0.003056526,0.001058272],"domain_scores_gemma":[0.9714947,0.02152539,0.001623379,0.0006068865,0.002697848,0.00205193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003721567,0.0001948525,0.001704629,0.0007057039,0.00004048902,0.0006753423,0.330647,0.0003879964,0.0005378694,0.6361616,0.002454716,0.02645268],"study_design_scores_gemma":[0.00002837332,0.00005990843,0.0007092672,0.001198516,0.0000196035,0.0003597616,0.1421218,0.0008189301,0.0001616495,0.8239431,0.03054053,0.00003850864],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.07558712,0.04748307,0.254695,0.5206541,0.003209159,0.001173561,0.00008445069,0.0002063505,0.09690724],"genre_scores_gemma":[0.7318115,0.02870287,0.1889555,0.04102485,0.001576528,0.002220432,0.0001022234,0.0001076036,0.005498497],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04216773,"threshold_uncertainty_score":0.223007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5142931435177125,"score_gpt":0.4170025121337185,"score_spread":0.09729063138399396,"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."}}