{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00333224,0.0004276359,0.0003732931,0.0007196277,0.006686257,0.006532048,0.001205394,0.006977216,0.04647658],"category_scores_gemma":[0.02201112,0.0002352533,0.0004273205,0.0005885829,0.006467769,0.006694731,0.003572498,0.01088806,0.01076387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003467784,"about_ca_system_score_gemma":0.005904071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01170081,"about_ca_topic_score_gemma":0.01879938,"domain_scores_codex":[0.9958763,0.001490769,0.0001140098,0.0003998108,0.00131495,0.0008042151],"domain_scores_gemma":[0.993068,0.00255589,0.0003497776,0.0006725046,0.001454347,0.001899525],"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":[0.00004174281,0.00001958679,0.0004737807,0.00004120859,0.000007752544,0.0003844466,0.0006424217,0.00006726736,0.00009093144,0.1293078,0.8269832,0.0419399],"study_design_scores_gemma":[0.000006038885,0.00001366694,0.0003232574,0.0001561144,0.000003946956,0.000619206,0.0007362315,0.00003835594,0.00006388943,0.01024348,0.9877843,0.00001160471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003022976,0.01516802,0.0006995176,0.6935609,0.02158539,0.000007466065,0.00007130093,0.0001010237,0.2657835],"genre_scores_gemma":[0.1419254,0.0179815,0.001416683,0.4095957,0.02060821,0.00004511499,0.00009427454,0.0003095967,0.4080234],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04647658,"threshold_uncertainty_score":0.1554796,"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."}}