{"id":"W4392869009","doi":"10.1016/j.arth.2024.03.031","title":"World Expert Meeting to Discuss Controversies in Joint Arthroplasty: What is That About?","year":2024,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Wonder; Viewpoints; Expert opinion; Subject (documents); Cynicism; Medicine; Subject matter; Psychology; Political science; Law; Social psychology; Computer science; Art; Politics","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":[],"consensus_categories":[],"category_scores_codex":[0.02638549,0.001319906,0.002143656,0.002616658,0.003456844,0.009099727,0.00360584,0.03341768,0.01910893],"category_scores_gemma":[0.07315027,0.001067778,0.00291357,0.002482842,0.003674546,0.00987861,0.004120678,0.02978657,0.01088992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003701654,"about_ca_system_score_gemma":0.01507589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003729872,"about_ca_topic_score_gemma":0.009093871,"domain_scores_codex":[0.9879692,0.003535973,0.002289439,0.0006882505,0.00387685,0.001640443],"domain_scores_gemma":[0.9221449,0.02761662,0.006821425,0.001669006,0.03081735,0.01093074],"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":[0.00004280836,0.00004440274,0.0004959915,0.0005867428,0.00003813283,0.0001959075,0.00009706907,0.0000381647,0.0001038295,0.001641989,0.9657214,0.03099353],"study_design_scores_gemma":[0.00003476418,0.00002125738,0.0007377566,0.002733263,0.00006167597,0.0004129695,0.0005026276,0.0000531884,0.00007560151,0.003019996,0.9923078,0.00003908411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001995484,0.03880521,0.0002436726,0.8369198,0.1188433,0.00002217413,0.000125065,0.00002326526,0.004818033],"genre_scores_gemma":[0.005385148,0.0548626,0.001866405,0.6721023,0.255039,0.0001278219,0.0003649724,0.00007644964,0.01017527],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03341768,"threshold_uncertainty_score":0.1395415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022482543767231,"score_gpt":0.2792617845446728,"score_spread":0.2590369591070005,"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."}}