{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02496717,0.00005464546,0.0003542877,0.0006240496,0.0001366357,0.00004714239,0.0001365826,0.00003303354,0.000009058839],"category_scores_gemma":[0.0008515549,0.00003537328,0.0001140114,0.002115838,0.0004070489,0.0001921805,0.00002045683,0.0001527376,1.348138e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003467415,"about_ca_system_score_gemma":0.0002039841,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006252676,"about_ca_topic_score_gemma":0.03407383,"domain_scores_codex":[0.9975801,0.000895305,0.000425775,0.00007919311,0.0008543343,0.0001652678],"domain_scores_gemma":[0.9961759,0.00317229,0.0003609771,0.00006272487,0.0001743216,0.00005382143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000848192,0.00002747299,0.8565183,0.000005043234,0.00008776681,0.00001533327,0.02693253,0.00005430027,0.00005282789,0.0001483135,0.0001398113,0.1159334],"study_design_scores_gemma":[0.000138469,0.0000397466,0.8660334,0.0001109103,0.0001761279,0.000001654546,0.1329146,0.0001506171,0.000007419193,0.00008824146,0.0003007156,0.00003809908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976172,0.0004336445,0.000001717174,0.001324855,0.0002018564,0.0001006738,0.000001949357,0.000002161608,0.0003159073],"genre_scores_gemma":[0.9989645,0.0008758177,0.00000337698,0.00005049197,0.00004499735,0.000001801427,0.000003744022,0.000002051263,0.00005315611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1158954,"threshold_uncertainty_score":0.9835518,"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."}}