{"id":"W6807504","doi":"10.1503/cmaj.080126","title":"Battling depression","year":2008,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Coalition for Research in Women's Health; University Health Network; University of Toronto","funders":"","keywords":"Depression (economics); Multidisciplinary approach; Collaborative Care; Primary care; Psychotherapist; Medicine; Psychiatry; Psychology; Cognition; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008536124,0.0004060088,0.0006252066,0.0003694503,0.002791772,0.001257261,0.000787018,0.01062331,0.01002292],"category_scores_gemma":[0.009776616,0.0001693131,0.0004608736,0.0002766649,0.001598826,0.001943226,0.001183455,0.01247013,0.005087096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002166198,"about_ca_system_score_gemma":0.00265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01189517,"about_ca_topic_score_gemma":0.03233154,"domain_scores_codex":[0.9989622,0.000307031,0.0000816233,0.00008240536,0.0003719993,0.0001947582],"domain_scores_gemma":[0.9980075,0.0007686527,0.0001468553,0.0001033065,0.0005034625,0.0004703302],"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":[0.00004892608,0.00007809207,0.00317514,0.0001509246,0.00002183869,0.005072777,0.0004420021,0.00003258835,0.000626104,0.004724408,0.9172707,0.06835661],"study_design_scores_gemma":[0.0002559356,0.0003417064,0.01336591,0.002497579,0.00006225442,0.02761656,0.001989097,0.0005072926,0.0004925146,0.01918918,0.9336286,0.00005345091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.002615076,0.007908831,0.0002406449,0.9607234,0.008885267,0.00003479349,0.00004812922,0.00005597823,0.01948792],"genre_scores_gemma":[0.03018053,0.007966788,0.0004244591,0.9278507,0.01560857,0.00003442729,0.00005009145,0.00001822438,0.01786627],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01189517,"threshold_uncertainty_score":0.03353006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02185414460550026,"score_gpt":0.3219843700863713,"score_spread":0.300130225480871,"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."}}