{"id":"W2123070324","doi":"10.2106/jbjs.h.01593","title":"An Evidence-Based Approach to the Adoption of New Technology","year":2009,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Michael's Hospital","funders":"","keywords":"Randomized controlled trial; Harm; Gold standard (test); Medicine; Standard of care; Risk analysis (engineering); Health technology; Evidence-based medicine; Intensive care medicine; Operations management; Alternative medicine; Health care; Engineering; Psychology; Surgery; Economics","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"],"consensus_categories":[],"category_scores_codex":[0.004076861,0.00005759196,0.0004597904,0.0005382827,0.00003043048,0.00000751172,0.00002196438,0.00007677695,0.00001213662],"category_scores_gemma":[0.01737515,0.00003127977,0.0001008918,0.0003382692,0.00004476097,0.0001070958,0.000005647822,0.0003249501,0.000001980132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003535438,"about_ca_system_score_gemma":0.002762479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001405158,"about_ca_topic_score_gemma":5.375513e-7,"domain_scores_codex":[0.9985508,0.00005908303,0.0005729933,0.00006827728,0.0004745818,0.0002742741],"domain_scores_gemma":[0.9974908,0.0002050799,0.0002252919,0.0001465823,0.0002041144,0.001728167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001388655,0.0004874355,0.006731489,0.0002558098,0.00001973921,0.00012609,0.00022012,0.00002241946,0.0168895,0.00007181064,0.1124986,0.8612883],"study_design_scores_gemma":[0.003739262,0.01570018,0.8002806,0.01094208,0.0002258173,0.003256829,0.001530436,0.0008901158,0.01839793,0.001248627,0.1434715,0.0003166134],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8201482,0.003231088,0.006331395,0.1699735,0.00006573044,0.0001570865,4.264887e-7,0.000006713557,0.00008586096],"genre_scores_gemma":[0.9874836,0.001373704,0.002409229,0.008380643,0.0003071921,6.942532e-7,7.250189e-7,0.000003634328,0.00004057169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8609717,"threshold_uncertainty_score":0.9909019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2284947437055516,"score_gpt":0.3972845787908695,"score_spread":0.1687898350853179,"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."}}