{"id":"W3046179501","doi":"10.1186/s12891-020-03520-x","title":"Binary Tönnis classification: simplified modification demonstrates better inter- and intra-observer reliability as well as agreement in surgical management of hip pathology","year":2020,"lang":"en","type":"article","venue":"BMC Musculoskeletal Disorders","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pacira BioSciences; Ewing Marion Kauffman Foundation; Pacira Pharmaceuticals; MAKO Surgical Corporation; Stryker; Graymont; Arthrex","keywords":"Medicine; Reliability (semiconductor); Cohen's kappa; Kappa; Physical therapy; Machine learning; Computer science; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000269062,0.0002225018,0.0003441309,0.00008254738,0.00005199353,0.00001230734,0.00009774614,0.0001286577,0.0006160974],"category_scores_gemma":[0.00005060757,0.0001913698,0.0001552167,0.0002318692,0.0003122413,0.0001047835,0.0001033451,0.0002139638,0.0001245226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003107491,"about_ca_system_score_gemma":0.00004596861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000499098,"about_ca_topic_score_gemma":0.00003021614,"domain_scores_codex":[0.9981959,0.0001556196,0.0005639883,0.0005547824,0.0002531075,0.0002765921],"domain_scores_gemma":[0.9992466,0.00008817651,0.000133055,0.0003174152,0.00003924326,0.0001754961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001282141,0.001002084,0.8120558,0.003054372,0.0001213445,0.0001844077,0.0005611031,0.00005845639,0.001352133,0.00277607,0.0006311245,0.1769209],"study_design_scores_gemma":[0.003336685,0.0009511454,0.982255,0.0001292205,0.0001060439,0.0000335673,0.001985012,0.001801204,0.00006894326,0.0005565121,0.008521548,0.0002550716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857747,0.0001978951,0.0003986112,0.006604625,0.00009908574,0.0008048749,0.00000955268,0.0000380266,0.006072623],"genre_scores_gemma":[0.9980395,0.0005450735,0.0006990454,0.0003445041,0.00005219803,0.0000593417,0.0001072994,0.00001809239,0.0001349092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1766658,"threshold_uncertainty_score":0.7803835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02603093093896127,"score_gpt":0.2881327587406244,"score_spread":0.2621018278016632,"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."}}