{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00581555,0.0001901655,0.0003354312,0.005323111,0.0004544552,0.001213219,0.0003503093,0.0003614756,0.00237207],"category_scores_gemma":[0.03051313,0.0001137353,0.0004630942,0.003502017,0.0006167946,0.001487835,0.001008344,0.0002772527,0.0003271542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001233071,"about_ca_system_score_gemma":0.001451027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005371999,"about_ca_topic_score_gemma":0.009798906,"domain_scores_codex":[0.9953824,0.001336057,0.0005960873,0.0003558921,0.001995158,0.0003344286],"domain_scores_gemma":[0.9655946,0.01565601,0.007256629,0.0006815444,0.00854591,0.002265305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007811987,0.0003542771,0.9627356,0.0003312711,0.0001519429,0.00006531194,0.002319116,0.00006696083,0.0006762436,0.00009627262,0.000369623,0.0320522],"study_design_scores_gemma":[0.00001558421,0.0004855487,0.9956889,0.00007200886,0.00005307504,0.0001271394,0.002294176,0.0001838768,0.0003113841,0.00001931825,0.0007414708,0.0000075966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976284,0.0002468381,0.000110116,0.00002683221,0.00000556018,0.00006924921,0.0003258614,0.000009591236,0.001577517],"genre_scores_gemma":[0.9988651,0.0001346872,0.0003190624,0.00001698393,0.000007571557,0.00004798968,0.0004033697,0.000004463676,0.0002007749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00581555,"threshold_uncertainty_score":0.03075594,"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."}}