{"id":"W4383753478","doi":"10.1001/amajethics.2023.528","title":"Five Ways Health Care Can Be Better for Fat People","year":2023,"lang":"en","type":"article","venue":"The AMA Journal of Ethic","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University; University of Manitoba","funders":"","keywords":"Health care; Oppression; Stigma (botany); Ideology; Power (physics); Psychology; Dysfunctional family; Medicine; Public relations; Social psychology; Nursing; Psychiatry; Political science","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005214356,0.0001202965,0.0003996683,0.0001498604,0.00240343,0.00001693094,0.0003865862,0.0002180536,0.0002568008],"category_scores_gemma":[0.00106751,0.00007733197,0.0001354761,0.0002926047,0.00005635567,0.0001682615,0.00009852515,0.002500933,0.0002344259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002077176,"about_ca_system_score_gemma":0.001418354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00104917,"about_ca_topic_score_gemma":0.01206719,"domain_scores_codex":[0.9968668,0.001220584,0.0007582566,0.0001215153,0.0003919775,0.0006408213],"domain_scores_gemma":[0.9922538,0.005575533,0.001129982,0.0002611786,0.0005612615,0.0002182668],"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":[0.0002997626,0.00004157799,0.007691339,0.002914949,0.00009615414,0.00001313659,0.3661804,0.00005756223,0.0000637653,0.003961544,0.6154251,0.003254674],"study_design_scores_gemma":[0.003682888,0.001718573,0.1266222,0.001990253,0.0001769047,0.00003160379,0.2280602,0.0001302516,0.00004280174,0.02193376,0.6152824,0.0003281054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4230573,0.001059645,0.0001676256,0.5727394,0.001567147,0.0006916923,0.00006328033,0.0000380388,0.0006158566],"genre_scores_gemma":[0.8946851,0.002256362,0.0007095278,0.09745757,0.002849045,0.00005261496,0.00002029714,0.00004443123,0.001924986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4752819,"threshold_uncertainty_score":0.9998003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1757883516115983,"score_gpt":0.5003452778238787,"score_spread":0.3245569262122805,"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."}}