{"id":"W3132992010","doi":"10.1186/s13018-021-02283-y","title":"COVID-19 pandemic effects on orthopaedic surgeons in British Columbia","year":2021,"lang":"en","type":"article","venue":"Journal of Orthopaedic Surgery and Research","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Orthopedic surgery; Quarter (Canadian coin); Family medicine; Columbia university; Telemedicine; Health care; Medical emergency; Emergency medicine; General surgery; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01317521,0.0001532103,0.0009614191,0.0009365447,0.0003519884,0.0002000504,0.0001026085,0.0002972372,0.0006490833],"category_scores_gemma":[0.04025683,0.0001788881,0.000454122,0.001695514,0.0002665882,0.0001642552,0.00009926254,0.002239566,0.000009140044],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006126831,"about_ca_system_score_gemma":0.01325993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007608752,"about_ca_topic_score_gemma":0.03839107,"domain_scores_codex":[0.994321,0.001582673,0.001020982,0.0004026701,0.001769276,0.0009033997],"domain_scores_gemma":[0.9825754,0.01365164,0.0002356873,0.0003070643,0.0008514607,0.002378732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004290448,0.0002951989,0.8263906,0.001378214,0.00006366435,0.03651374,0.0001567955,0.0000020624,0.0002415875,0.00000310044,0.02768116,0.1068448],"study_design_scores_gemma":[0.002737118,0.0006493712,0.9163834,0.002596884,0.00003960405,0.01043025,0.0004133788,0.000008943942,0.00004982538,0.0002537913,0.06627125,0.0001662131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798412,0.007896168,0.00001147202,0.01103576,0.0006815937,0.0003190337,0.0000105283,0.0000233654,0.0001809155],"genre_scores_gemma":[0.9738506,0.01860694,0.00002274929,0.005490927,0.0006412512,0.00001179441,0.00001259982,0.0000331414,0.001329992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1066786,"threshold_uncertainty_score":0.9989997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1321370925885118,"score_gpt":0.4272166140278479,"score_spread":0.2950795214393361,"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."}}