{"id":"W7017173684","doi":"","title":"Advances in understanding and treating mental illness: proceedings of the 40th Canadian College of Neuropsychopharmacology Annual Meeting Symposia","year":2017,"lang":"en","type":"article","venue":"PubMed Central","topic":"Treatment of Major Depression","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Neuropsychopharmacology; Mental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008874639,0.00126073,0.001572445,0.003246775,0.002234492,0.005255585,0.001950686,0.003062108,0.02354594],"category_scores_gemma":[0.01143088,0.000391947,0.0008099276,0.003237709,0.002154297,0.002779179,0.003244197,0.006640575,0.004579389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009152314,"about_ca_system_score_gemma":0.03884374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1305797,"about_ca_topic_score_gemma":0.4144424,"domain_scores_codex":[0.9971489,0.0003430746,0.0002072303,0.0001515594,0.001580078,0.0005691086],"domain_scores_gemma":[0.9809595,0.001400802,0.0006859308,0.0002842563,0.01056595,0.006103428],"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":[0.00008510638,0.00004534723,0.000276385,0.0007949198,0.00001853083,0.00004235927,0.00009164526,0.00005500517,0.0002693525,0.00076394,0.8720777,0.1254796],"study_design_scores_gemma":[0.00003366147,0.00002890468,0.001848734,0.0008251812,0.00002907728,0.00005966623,0.0001984008,0.00004113648,0.0000989458,0.0008237694,0.9959973,0.0000151684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0006911783,0.5544078,0.0007581386,0.2866669,0.1319042,0.0001482829,0.0005631439,0.0001031084,0.02475723],"genre_scores_gemma":[0.008513126,0.8191735,0.002317563,0.02666675,0.1089583,0.0001323376,0.0009573796,0.00008031284,0.03320088],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8694203,"threshold_uncertainty_score":0.2596393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394872775303645,"score_gpt":0.2585934764927457,"score_spread":0.2446447487397093,"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."}}