{"id":"W2035921811","doi":"10.2196/jmir.2105","title":"How Current Are Leading Evidence-Based Medical Textbooks? An Analytic Survey of Four Online Textbooks","year":2012,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Inclusion (mineral); Consistency (knowledge bases); Evidence-based medicine; MEDLINE; Medical education; Evidence-based practice; Family medicine; Clinical Practice; Psychology; Medicine; Alternative medicine; Computer science; Artificial intelligence; Social psychology; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.09801272,0.0001767727,0.0006936734,0.001129627,0.000363103,0.0000700677,0.002199167,0.0004842136,0.005202161],"category_scores_gemma":[0.1198025,0.0001165896,0.0001402046,0.0009674092,0.0008705939,0.0008383074,0.0003862233,0.006668677,0.0001293202],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006911201,"about_ca_system_score_gemma":0.01623146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002587411,"about_ca_topic_score_gemma":0.00505598,"domain_scores_codex":[0.9751113,0.009534575,0.001653495,0.0002964246,0.0115855,0.001818672],"domain_scores_gemma":[0.9771023,0.01193005,0.0008863728,0.0004768938,0.00412544,0.005478919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005022522,0.001249532,0.7381889,0.001245619,0.00004664837,0.00006265516,0.002267988,0.000001742984,0.00005404225,0.0001897121,0.1589739,0.09721706],"study_design_scores_gemma":[0.00202265,0.002372829,0.888155,0.02184143,0.00002453412,0.00007293362,0.007380308,0.02789505,0.000120783,0.0002213887,0.04960437,0.000288676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9397252,0.004976268,0.002098116,0.04993772,0.002528702,0.0004976637,0.00001666758,0.00001299111,0.0002066715],"genre_scores_gemma":[0.9933159,0.00129235,0.0001524182,0.0005460422,0.00319794,0.0000180872,0.00001141365,0.00002096277,0.001444833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1499662,"threshold_uncertainty_score":0.9957072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7607122653219368,"score_gpt":0.6667450655837943,"score_spread":0.09396719973814249,"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."}}