{"id":"W4386145397","doi":"10.22259/2638-4787.0401002","title":"Community Medicine, Mental Illness and Social Control","year":2021,"lang":"en","type":"article","venue":"Archives of Community and Family Medicine","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mental illness; Psychiatry; Psychology; Medicine; Mental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006350484,0.0001788557,0.0005325313,0.00009684454,0.001646143,0.000005131637,0.0002373227,0.00006625187,0.0002271862],"category_scores_gemma":[0.00004772654,0.0001392179,0.0000328792,0.0001038186,0.001912215,0.00005917308,0.0001959859,0.0007682316,0.00000183208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007840591,"about_ca_system_score_gemma":0.00001123835,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00702175,"about_ca_topic_score_gemma":0.0004638322,"domain_scores_codex":[0.9968612,0.002282597,0.0003692794,0.0001017104,0.0001550524,0.000230202],"domain_scores_gemma":[0.997551,0.001779941,0.0001374544,0.000379256,0.0000304856,0.0001219137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001120579,0.001278004,0.01638982,0.0006218837,0.0004089857,0.00002996762,0.4050348,6.77549e-8,0.006234145,0.02107484,0.005529297,0.5422776],"study_design_scores_gemma":[0.01057562,0.001072901,0.754266,0.0002954118,0.0001427014,0.00005070605,0.2194299,0.0000137175,0.00007873529,0.007825735,0.006079211,0.0001693761],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918763,0.004546475,0.00008339863,0.00598812,0.0002957687,0.0002180132,0.00004546609,0.00002357269,0.07003613],"genre_scores_gemma":[0.9951316,0.0007728218,0.00003372518,0.003263289,0.000110434,0.00001675065,0.0001950042,0.00001202744,0.0004644072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7378762,"threshold_uncertainty_score":0.9996536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0770691461261587,"score_gpt":0.388193152664941,"score_spread":0.3111240065387824,"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."}}