{"id":"W3165269113","doi":"10.5435/jaaosglobal-d-21-00063","title":"Analysis of the Digital Footprint of Orthopaedic Surgeons","year":2021,"lang":"en","type":"article","venue":"JAAOS Global Research and Reviews","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Medicaid; Graduation (instrument); Social media; Health care; Medical education; Family medicine; World Wide Web; Computer science","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":[0.001201201,0.0002086759,0.0002695588,0.004752274,0.0002331767,0.001252735,0.0002386641,0.0002236655,0.004859617],"category_scores_gemma":[0.01197549,0.00009245692,0.0003981932,0.004927734,0.0002406794,0.0007532538,0.0008342313,0.0001944557,0.001086269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003817342,"about_ca_system_score_gemma":0.0005169789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002798357,"about_ca_topic_score_gemma":0.003612387,"domain_scores_codex":[0.9986081,0.000407497,0.0002078861,0.0001236786,0.0005527355,0.0001002329],"domain_scores_gemma":[0.9829423,0.008092104,0.005056451,0.0005830567,0.002583793,0.0007421094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001917541,0.00005678191,0.9466168,0.0004243703,0.00005916808,0.0000871512,0.001085804,0.0001603405,0.0003932069,0.000190543,0.001874486,0.04885965],"study_design_scores_gemma":[0.000004999956,0.0001070396,0.9905993,0.0001224039,0.00004142155,0.0004222906,0.002223677,0.0008889362,0.0005292694,0.000142085,0.004904098,0.00001443429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850448,0.0007620899,0.0006739858,0.0001611765,0.000009469706,0.00006316357,0.007687222,0.0000656409,0.005532481],"genre_scores_gemma":[0.992348,0.0004414939,0.00138343,0.00004757338,0.00002665722,0.00005982354,0.004541186,0.00001593164,0.001135937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004859617,"threshold_uncertainty_score":0.01625705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2694038205767057,"score_gpt":0.5401173932226115,"score_spread":0.2707135726459058,"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."}}