{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2325079,0.0002498234,0.003079449,0.0002762416,0.0001003666,0.0003849088,0.004352383,0.0002300732,0.001342491],"category_scores_gemma":[0.07155341,0.00007405293,0.003161807,0.001157695,0.0003026515,0.0004438803,0.0002688166,0.0006984905,0.00004420492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001966225,"about_ca_system_score_gemma":0.0001704884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005341406,"about_ca_topic_score_gemma":0.00003044696,"domain_scores_codex":[0.9576614,0.01037494,0.01201022,0.0003456411,0.0192709,0.0003369345],"domain_scores_gemma":[0.9480866,0.03222528,0.01505412,0.002477606,0.001706243,0.0004501141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002127297,0.0005036877,0.5554037,0.001922423,0.001553311,0.0007051655,0.004876932,0.000003348307,0.001755519,0.0003762314,0.05443368,0.3782533],"study_design_scores_gemma":[0.001022838,0.0001961355,0.9862602,0.004379809,0.0004258043,0.001454838,0.0002821482,0.00005161699,0.003295701,0.001166807,0.001330946,0.000133095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779321,0.01192112,0.002781105,0.003952158,0.00287516,0.0004175948,0.000005782677,8.994386e-7,0.0001141173],"genre_scores_gemma":[0.9970194,0.000960775,0.00007723853,0.001241519,0.0003447152,0.00000132079,6.338375e-7,0.000007339319,0.0003471092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4308566,"threshold_uncertainty_score":0.9995704,"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."}}