{"id":"W2082029721","doi":"10.1615/jlongtermeffmedimplants.v17.i2.10","title":"Evidence-Based Orthopaedics: Is It Possible?","year":2007,"lang":"en","type":"article","venue":"Journal of Long-Term Effects of Medical Implants","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital; McMaster University","funders":"","keywords":"Evidence-based medicine; Patient care; Medicine; Best evidence; Orthopedic surgery; Engineering ethics; Psychology; Alternative medicine; Medical education; Nursing; Surgery; Engineering","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01635956,0.0001605155,0.0005319881,0.0005341693,0.0003261464,0.00001604067,0.0008597213,0.0004075791,0.001832019],"category_scores_gemma":[0.0134316,0.0001082173,0.0001656911,0.0005189258,0.0002422775,0.0004366607,0.00009297013,0.001579264,0.0001311602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002008759,"about_ca_system_score_gemma":0.005538991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001365384,"about_ca_topic_score_gemma":0.0001285291,"domain_scores_codex":[0.9927387,0.0007742567,0.001622838,0.00019472,0.003636914,0.001032529],"domain_scores_gemma":[0.9847715,0.01118383,0.001075367,0.0002623355,0.0006966914,0.00201026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006221434,0.0003290741,0.8251145,0.004364214,0.00004638953,0.0009956819,0.002087083,8.762997e-7,0.000728742,0.000009894413,0.07571249,0.08998889],"study_design_scores_gemma":[0.002410485,0.001515341,0.9699928,0.02170771,0.00004050218,0.0001913392,0.0004117685,0.000117049,0.002901428,0.0000499788,0.0005160046,0.0001455593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747648,0.001557847,0.003988117,0.01491193,0.004028651,0.0005115981,0.000003605859,0.000009756284,0.0002237098],"genre_scores_gemma":[0.9886962,0.002131565,0.0003208863,0.006829398,0.001836724,0.000007302662,0.000002570325,0.00001332294,0.0001620825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1448783,"threshold_uncertainty_score":0.9990804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1777530034135893,"score_gpt":0.5290462010253113,"score_spread":0.3512931976117221,"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."}}