{"id":"W4388520296","doi":"10.2106/jbjs.23.01209","title":"In Appreciation","year":2023,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0045158,0.00002238057,0.000130527,0.000320693,0.00006477797,0.00002943832,0.00000824572,0.00002915604,0.00007759772],"category_scores_gemma":[0.00141227,0.00002004988,0.00005132986,0.0002868349,0.0000284539,0.0004773437,0.000003579219,0.00008967121,0.00001765711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001869286,"about_ca_system_score_gemma":0.000194116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001477226,"about_ca_topic_score_gemma":0.000126605,"domain_scores_codex":[0.9992814,0.0001396693,0.0002744252,0.00003175597,0.0001863768,0.0000863781],"domain_scores_gemma":[0.9985996,0.001033853,0.0002507287,0.00001832728,0.00005238766,0.000045031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001034631,0.0001990798,0.4638146,0.00009569038,0.0000470305,0.0002250394,0.07866669,0.00002958279,0.0007102781,0.01586293,0.4000381,0.04020751],"study_design_scores_gemma":[0.0001087237,0.00001419296,0.528006,0.0001120423,0.00000952583,0.00001986854,0.02998096,0.000006701662,0.0000540928,0.01261132,0.4289927,0.00008396132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9353201,0.000477397,0.000003621089,0.05973709,0.0007333576,0.0000178417,2.694607e-7,0.000004644475,0.003705695],"genre_scores_gemma":[0.9962186,0.001968641,0.00003736569,0.0003237912,0.0005612644,5.43222e-7,4.511572e-7,0.000001903958,0.0008874926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06419134,"threshold_uncertainty_score":0.1690721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1320152487890398,"score_gpt":0.3645902728697118,"score_spread":0.232575024080672,"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."}}