{"id":"W4415351492","doi":"10.1001/jamaneurol.2025.3919","title":"The Cost of Armor","year":2025,"lang":"en","type":"article","venue":"JAMA Neurology","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Health Sciences Centre; Manitoba Health","funders":"","keywords":"","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":[],"consensus_categories":[],"category_scores_codex":[0.0003344983,0.00004410652,0.0001355027,0.00004175978,0.00005798209,0.000002321826,0.0001086636,0.0001111407,0.0001050297],"category_scores_gemma":[0.003855478,0.00002939672,0.00003649964,0.000101311,0.0003150497,0.00001924939,0.00003694076,0.0005297392,0.00006771754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009686679,"about_ca_system_score_gemma":0.0001132058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001480651,"about_ca_topic_score_gemma":0.000008279916,"domain_scores_codex":[0.9993637,0.0001314953,0.0001596165,0.0001085023,0.0001138065,0.0001229181],"domain_scores_gemma":[0.9983107,0.001266033,0.00005876648,0.0002638076,0.00005272069,0.00004792173],"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":[0.0041802,0.0003194083,0.006010867,0.0001208137,0.0001205253,0.000435521,0.0001640105,0.000003746258,0.01250756,0.01936143,0.669595,0.2871809],"study_design_scores_gemma":[0.0008548812,0.0002404607,0.03708706,0.000005830914,0.00004312984,0.0000611156,0.000009590146,0.0001098374,0.0003696786,0.0001920263,0.9610098,0.00001655749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2872735,0.0009580071,0.0004375065,0.4319564,0.001797155,0.0004297959,0.000001712221,0.00005299972,0.2770929],"genre_scores_gemma":[0.952179,0.00008473286,0.00005772656,0.04090983,0.000135339,0.00001346463,0.00000112773,0.000006216508,0.006612605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6649054,"threshold_uncertainty_score":0.4615646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01372076705389109,"score_gpt":0.3122947245788473,"score_spread":0.2985739575249562,"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."}}