{"id":"W4367668640","doi":"10.1007/s00268-023-07034-0","title":"The Virtual Face of Colon and Rectal Surgery Training in the USA: An In‐Depth Evaluation and Analysis of Fellowship Programs Website Content","year":2023,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Colorectal surgery; Point (geometry); Content analysis; Medical education; World Wide Web; Abdominal surgery; Surgery; Computer science; Sociology","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":[0.003719324,0.0001351844,0.0001777548,0.003971876,0.0005066791,0.001626359,0.000261141,0.0002640036,0.001691295],"category_scores_gemma":[0.02165771,0.0001051296,0.0002334591,0.00202589,0.0003866907,0.00169213,0.001262801,0.0003322024,0.0002756287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005849798,"about_ca_system_score_gemma":0.0008098524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001975568,"about_ca_topic_score_gemma":0.004971122,"domain_scores_codex":[0.9978739,0.00103081,0.0001883551,0.0001270611,0.0006575329,0.0001223294],"domain_scores_gemma":[0.9809704,0.01032887,0.003592637,0.0005529937,0.003694551,0.0008605286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003290426,0.0006292848,0.7566531,0.0009386622,0.0000865257,0.0004562507,0.02665414,0.0003844808,0.001660037,0.0005636973,0.005581573,0.2060632],"study_design_scores_gemma":[0.000007817472,0.0004396556,0.9492566,0.0005438562,0.00008073216,0.000614252,0.03245446,0.002447775,0.001221693,0.0001656948,0.0127318,0.00003565018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951191,0.0003042776,0.0003052603,0.00013711,0.00001339367,0.00008779398,0.0005003395,0.00002503119,0.003507708],"genre_scores_gemma":[0.9961727,0.0004347436,0.001680455,0.00009076916,0.00001669885,0.00005481926,0.0005794191,0.00001520978,0.0009551526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003971876,"threshold_uncertainty_score":0.01966995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2698056537476914,"score_gpt":0.3623007320424357,"score_spread":0.09249507829474435,"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."}}