{"id":"W2018337357","doi":"10.1615/jlongtermeffmedimplants.v17.i2.30","title":"What is the Quality of the Orthopaedic Literature?","year":2007,"lang":"en","type":"article","venue":"Journal of Long-Term Effects of Medical Implants","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital; University of Toronto; McMaster University","funders":"","keywords":"Quality (philosophy); Psychological intervention; Randomized controlled trial; Risk analysis (engineering); Systematic review; Evidence-based medicine; Order (exchange); Computer science; Medicine; Management science; MEDLINE; Alternative medicine; Engineering; Business; Nursing; Political science; Surgery","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":["metaresearch","metaepi_broad"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.261469,0.001345593,0.01015056,0.04317879,0.00299833,0.02695042,0.006236999,0.008222643,0.006630156],"category_scores_gemma":[0.6873167,0.002053184,0.005193384,0.03444269,0.01524091,0.02170112,0.006396604,0.006531342,0.001676332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01406205,"about_ca_system_score_gemma":0.0216693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01239043,"about_ca_topic_score_gemma":0.01660929,"domain_scores_codex":[0.7404579,0.12154,0.06168568,0.0119244,0.0616172,0.002774782],"domain_scores_gemma":[0.1453788,0.6655795,0.07007388,0.0154994,0.09593696,0.007531408],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001412043,0.0003197437,0.06659862,0.189916,0.02067944,0.0005553454,0.004447505,0.0009586033,0.0004861972,0.01877457,0.09348208,0.6023699],"study_design_scores_gemma":[0.001297571,0.0009068639,0.1012398,0.4414565,0.02259493,0.003191494,0.01087581,0.00255198,0.0009078162,0.1337405,0.2803865,0.0008502875],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003964609,0.8262643,0.001977474,0.1589523,0.005222972,0.0001120247,0.001005661,0.00003804516,0.002462726],"genre_scores_gemma":[0.1842051,0.7133602,0.01147867,0.06258766,0.02546829,0.0004843697,0.001693432,0.000176557,0.0005456505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9898494,"threshold_uncertainty_score":0.9107402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3499619335473281,"score_gpt":0.5326923001736901,"score_spread":0.1827303666263619,"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."}}