{"id":"W4412654810","doi":"10.1007/s13187-025-02689-w","title":"Utility of Virtual Program Information Sessions to Inform Medical Students About Radiation Oncology Residency Programs","year":2025,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Alberta","funders":"","keywords":"Medicine; Likert scale; Radiation oncology; Medical education; Descriptive statistics; Matching (statistics); Coronavirus disease 2019 (COVID-19); Family medicine; Service (business); Psychology; Internal medicine; Statistics; Radiation therapy; Pathology","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":[0.004188737,0.0004331242,0.0002604384,0.001418706,0.0004945835,0.001835479,0.0006975892,0.0007255258,0.01101162],"category_scores_gemma":[0.03590017,0.0002472404,0.0003302424,0.0005852785,0.0001597696,0.001309525,0.001324377,0.0005977708,0.001834102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004621388,"about_ca_system_score_gemma":0.001259396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001618302,"about_ca_topic_score_gemma":0.002820983,"domain_scores_codex":[0.9968976,0.002291456,0.0001281972,0.0001297689,0.0003769625,0.0001759797],"domain_scores_gemma":[0.9417296,0.04707965,0.003089749,0.001802281,0.003057479,0.003241313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004946134,0.01276231,0.2268242,0.0006801749,0.0001636844,0.0003560098,0.003505549,0.003446112,0.001978302,0.0006951235,0.02484665,0.7197957],"study_design_scores_gemma":[0.003316982,0.03249531,0.6506134,0.002519914,0.002007559,0.002128376,0.02440411,0.1554168,0.02757386,0.007427885,0.09145899,0.0006367415],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474089,0.0004525819,0.009596961,0.002819587,0.0002435321,0.001007414,0.001473551,0.002018547,0.03497909],"genre_scores_gemma":[0.9800526,0.0002809342,0.01562617,0.0004573252,0.00009123626,0.0003577141,0.0004741747,0.00005736726,0.002602556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01101162,"threshold_uncertainty_score":0.03683758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01356742736758604,"score_gpt":0.536994340988207,"score_spread":0.5234269136206209,"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."}}