{"id":"W2806878544","doi":"10.1002/wps.20532","title":"Scaling up psychological treatments for common mental disorders: a call to action","year":2018,"lang":"en","type":"letter","venue":"World Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"","keywords":"Medicine; Call to action; Psychiatry; Mental health; Action (physics)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000188946,0.0008216721,0.0007798808,0.0005312216,0.0006499948,0.000105415,0.0006450971,0.0008974026,0.002901763],"category_scores_gemma":[0.000004547608,0.000715413,0.000479782,0.0004532737,0.0001089723,0.0001060647,0.00008594565,0.0009991301,0.002256537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003581934,"about_ca_system_score_gemma":0.00002626951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003955757,"about_ca_topic_score_gemma":0.001711001,"domain_scores_codex":[0.9958364,0.0002355261,0.0008015356,0.001493566,0.000396288,0.001236725],"domain_scores_gemma":[0.9981509,0.000175216,0.0003977265,0.0009791527,0.00003603268,0.0002609476],"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":[0.0008589622,0.0009019624,0.007559245,0.0001271108,0.0004195369,0.00001064965,0.0003739632,9.16765e-8,9.673674e-7,0.0001297316,0.9319784,0.05763936],"study_design_scores_gemma":[0.003720022,0.001217674,0.01112112,0.0002694647,0.0003631816,0.00002105886,0.0001495299,0.000003649862,0.000003875407,0.001901855,0.9804783,0.0007503072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08428394,0.001317535,0.0001672499,0.783048,0.08181245,0.008350806,0.001097186,0.0004999153,0.03942287],"genre_scores_gemma":[0.01668953,0.00005914056,0.003082938,0.754489,0.02195526,0.004394274,0.004651092,0.0003170386,0.1943617],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1549389,"threshold_uncertainty_score":0.9995297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07443065273590933,"score_gpt":0.4444581520342875,"score_spread":0.3700274992983782,"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."}}