{"id":"W4205212357","doi":"10.4103/indianjpsychiatry.indianjpsychiatry_901_21","title":"Advocacy in mental health","year":2021,"lang":"en","type":"article","venue":"Indian Journal of Psychiatry","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychology; Data science; Psychiatry; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009611995,0.0001072424,0.0003393298,0.0002098367,0.0003108513,0.000006891853,0.000152677,0.00009761033,0.0005401699],"category_scores_gemma":[0.0000558993,0.00009546033,0.0001157969,0.0003171497,0.0000202396,0.0001132668,0.00003415762,0.001312412,0.00008606999],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002419607,"about_ca_system_score_gemma":0.008000884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003746246,"about_ca_topic_score_gemma":0.0009861395,"domain_scores_codex":[0.9974876,0.0005603562,0.001091356,0.0001311162,0.0002517246,0.0004778614],"domain_scores_gemma":[0.9986663,0.00005245977,0.0006622942,0.0001662834,0.00009208303,0.0003605376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009308422,0.0004360433,0.8450689,0.0003964884,0.00002138251,0.0001368996,0.02054791,0.000001888173,0.000020998,0.001461336,0.1246069,0.007208163],"study_design_scores_gemma":[0.006759623,0.000344284,0.8086259,0.006798238,0.000007790694,0.0005721435,0.06399512,0.000003079343,0.00001102664,0.004909017,0.1077305,0.0002432748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.849552,0.006571402,0.00002498025,0.1335917,0.008529825,0.0002106064,0.00001611645,0.00001080151,0.001492586],"genre_scores_gemma":[0.9682565,0.001431227,0.003200828,0.02393678,0.002707422,4.750955e-7,0.00001114187,0.0000267518,0.0004289004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1187045,"threshold_uncertainty_score":0.9976228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02440301141547351,"score_gpt":0.3989186252060701,"score_spread":0.3745156137905966,"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."}}