{"id":"W3112185860","doi":"10.1136/jisakos-2020-000544","title":"It all goes in cycles, then and now, stepping back to the future… Reflection of an orthopaedic surgeon and teacher after 50 years of practice","year":2020,"lang":"en","type":"article","venue":"Journal of ISAKOS Joint Disorders & Orthopaedic Sports Medicine","topic":"Knee injuries and reconstruction techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reflection (computer programming); Stepping stone; Orthopedic surgery; Medicine; Psychology; Medical education; General surgery; Orthodontics; Surgery; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01359314,0.001768989,0.001555041,0.001736277,0.01739593,0.0173896,0.002837577,0.007964221,0.007219491],"category_scores_gemma":[0.04507542,0.001044146,0.001392365,0.001189905,0.03845245,0.02123688,0.01507216,0.03858713,0.008309957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006010965,"about_ca_system_score_gemma":0.01248226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009821913,"about_ca_topic_score_gemma":0.01188604,"domain_scores_codex":[0.979729,0.009821514,0.0006606141,0.002111617,0.005631499,0.002045752],"domain_scores_gemma":[0.962936,0.008499407,0.002864256,0.003058901,0.01160439,0.01103698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009344555,0.0001762801,0.0009372272,0.0005269998,0.00006803712,0.0008881319,0.1686872,0.0002055388,0.001803731,0.04765084,0.7415637,0.03739879],"study_design_scores_gemma":[0.00001882046,0.00008727743,0.0005502747,0.0009173149,0.00001276339,0.0007871204,0.07665067,0.0001128211,0.0002738451,0.0124966,0.9079886,0.0001039192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01235215,0.02900575,0.01234192,0.8220155,0.0713472,0.0001640848,0.0001116601,0.0006391043,0.05202265],"genre_scores_gemma":[0.2202298,0.02122445,0.01786664,0.5271515,0.02213056,0.0005025556,0.0001963613,0.001623179,0.1890749],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01739593,"threshold_uncertainty_score":0.07188827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01272556324019131,"score_gpt":0.2863788647768294,"score_spread":0.2736533015366381,"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."}}