{"id":"W3156939519","doi":"10.1016/j.acra.2021.03.009","title":"The Online Cross-Country Tour: Evaluation of a Novel Online Series for Canadian Radiology Residency Programs and Future Implications for the Radiology CaRMS Process","year":2021,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Montreal General Hospital; Health Sciences Centre; MacEwan University; Memorial University of Newfoundland","funders":"","keywords":"Specialty; Medical education; Radiology; Medicine; Session (web analytics); Medical school; Family medicine; 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":[0.002246121,0.0002432869,0.0005576949,0.0001790556,0.0007249979,0.00001876327,0.0003470189,0.0008563496,0.00001283976],"category_scores_gemma":[0.003569844,0.0001554628,0.0001145018,0.0004978165,0.0009787682,0.0001674699,0.00002980229,0.0007316529,3.840794e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001855041,"about_ca_system_score_gemma":0.003175182,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001469886,"about_ca_topic_score_gemma":0.02455428,"domain_scores_codex":[0.9976547,0.0002566338,0.0007374436,0.0005741167,0.0001235573,0.0006535494],"domain_scores_gemma":[0.9955531,0.001952791,0.0004747437,0.0005545813,0.001285434,0.0001792886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004128104,0.0007451801,0.5321468,0.0007448812,0.003110698,0.000007599813,0.009145434,0.001006518,0.02518379,0.1402813,0.05204006,0.2314596],"study_design_scores_gemma":[0.005250137,0.001191233,0.6669354,0.00005100613,0.001774945,0.01334924,0.008527617,0.005016066,0.0001990717,0.0122794,0.2850637,0.0003621556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7903575,0.03494402,0.0002568207,0.1700177,0.001289053,0.00270679,0.0003428601,0.00002731775,0.00005792313],"genre_scores_gemma":[0.9446256,0.03223247,0.004543278,0.004110084,0.00695413,0.002746854,0.004119753,0.00007641472,0.0005913941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2330236,"threshold_uncertainty_score":0.9932451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07917347062892334,"score_gpt":0.4319820047576208,"score_spread":0.3528085341286975,"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."}}