{"id":"W4388878797","doi":"10.1162/daed_a_02042","title":"Good Mental Health Care: What It Is, What It Is Not & What It Could Be","year":2023,"lang":"en","type":"article","venue":"Daedalus","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"AGE-WELL","keywords":"Flourishing; Mental health; Set (abstract data type); Dysfunctional family; Health care; Mental health care; Psychology; Frame (networking); Psychiatry; Social psychology; Computer science; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004486178,0.0004282991,0.0004907623,0.0001747772,0.001471107,0.002326299,0.0004062305,0.0001611881,0.01349495],"category_scores_gemma":[0.000006358819,0.00040412,0.000219676,0.0001445735,0.0001776407,0.002751103,0.0001645927,0.0004330519,0.004952129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002791224,"about_ca_system_score_gemma":0.0003101387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001619527,"about_ca_topic_score_gemma":0.01761522,"domain_scores_codex":[0.9966245,0.000118271,0.0007009163,0.0006738513,0.0008051819,0.001077334],"domain_scores_gemma":[0.9983622,0.00008509223,0.0002362675,0.0006675501,0.0001073842,0.0005414397],"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":[0.00008629472,0.00008374365,0.00003102928,0.0004576959,0.0000411759,0.000005035876,0.1875339,4.232738e-7,0.000002798074,0.00231505,0.788303,0.02113986],"study_design_scores_gemma":[0.000767573,0.0002389489,0.000019289,0.0005626682,0.00001751942,0.000006643923,0.2497057,0.00001786346,0.00003397548,0.0001634177,0.7481475,0.0003189736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02980254,0.03962544,0.000001796133,0.8569514,0.03496624,0.001648882,0.001736434,0.000385845,0.03488147],"genre_scores_gemma":[0.0424137,0.07472455,0.00006302942,0.776895,0.003491311,0.0001376963,0.003632077,0.0001435167,0.09849908],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08005632,"threshold_uncertainty_score":0.9998411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09774214533957884,"score_gpt":0.3500845144365904,"score_spread":0.2523423690970116,"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."}}