{"id":"W2167851709","doi":"10.1186/1471-244x-14-135","title":"Gender differences in general and specialty outpatient mental health service use for depression","year":2014,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Charles-Le Moyne; Université de Sherbrooke","funders":"","keywords":"Mental health; Depression (economics); Medicine; Psychiatry; Specialty; Logistic regression; Gerontology; Psychology; Family medicine; Clinical psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001930057,0.0001662278,0.0002335672,0.0000811928,0.0002105968,0.00003297214,0.0001071177,0.00009053448,0.0001195308],"category_scores_gemma":[0.00000412499,0.0001344921,0.00003857211,0.00008896855,0.00001822769,0.0001066476,0.00004103064,0.00008979058,0.00002093694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005142365,"about_ca_system_score_gemma":0.00003575836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001072631,"about_ca_topic_score_gemma":0.007444124,"domain_scores_codex":[0.9986155,0.000164559,0.0003308642,0.0003962778,0.0001203567,0.0003724221],"domain_scores_gemma":[0.9994372,0.00004943817,0.0001401132,0.0002103345,0.00001277063,0.0001501277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003291889,0.0003974368,0.9832904,0.0001585073,0.00000933366,4.627532e-8,0.001144146,4.750839e-7,0.000002034455,0.003126267,0.004729121,0.006812989],"study_design_scores_gemma":[0.003007482,0.0002344086,0.9927475,0.00005501909,0.000006141866,0.000002838589,0.0003726273,0.0003127589,0.00000271453,0.001006181,0.002112639,0.0001396357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925475,0.0008841072,0.0003396629,0.0009405513,0.003411163,0.001028354,0.00005508893,0.00002933304,0.0007643062],"genre_scores_gemma":[0.9896225,0.00003257526,0.006148951,0.00303636,0.0005034299,0.0001557207,0.0000982679,0.00002041653,0.0003817209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009457099,"threshold_uncertainty_score":0.5484428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07692151414661856,"score_gpt":0.368690476990224,"score_spread":0.2917689628436054,"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."}}