{"id":"W3004861864","doi":"10.1097/rti.0000000000000477","title":"A Comparative Evaluation of Cardiothoracic Radiology Fellowship Website Content","year":2020,"lang":"en","type":"article","venue":"Journal of Thoracic Imaging","topic":"Radiology practices and education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Medicine; Specialty; Incentive; The Internet; Cardiothoracic surgery; Radiology; Medical education; World Wide Web; Family medicine; Surgery; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.002384195,0.0001081468,0.0006214343,0.0001469728,0.00004296875,0.00001289383,0.00009654767,0.00004674795,0.00008650583],"category_scores_gemma":[0.0008745996,0.00008621122,0.0001907259,0.0001923137,0.0000994833,0.0003131348,0.00001602869,0.0003752579,0.00001313879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276905,"about_ca_system_score_gemma":0.0003755369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007208658,"about_ca_topic_score_gemma":3.113554e-7,"domain_scores_codex":[0.9981577,0.0005614443,0.0005891921,0.0001288022,0.0004145592,0.0001483479],"domain_scores_gemma":[0.997518,0.0001831304,0.0009278395,0.0001239375,0.001094726,0.000152351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008433172,0.0005549281,0.3786345,0.0006498385,0.002422988,0.000267738,0.0311516,0.004490425,0.3689858,0.00008896853,0.01731451,0.1870055],"study_design_scores_gemma":[0.008714596,0.003842141,0.5326257,0.001642404,0.01496498,0.02204638,0.05212651,0.2436237,0.1014385,0.0006006941,0.01749402,0.0008804044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747533,0.006271316,0.003001954,0.01349429,0.0004997631,0.0002278285,0.000001481279,0.000007742967,0.001742302],"genre_scores_gemma":[0.995613,0.00009849141,0.002833513,0.0007849182,0.0006236486,0.000002346433,0.000004522185,0.000009603536,0.00002997584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2675473,"threshold_uncertainty_score":0.3515592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2551697107836777,"score_gpt":0.460165946329183,"score_spread":0.2049962355455053,"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."}}