{"id":"W2990439519","doi":"10.1016/j.brachy.2019.11.001","title":"Establishing a simulation-based education program for radiation oncology learners in permanent seed implant brachytherapy: Building validation evidence","year":2019,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Kelowna General Hospital; Health Sciences Centre; University of Calgary","funders":"","keywords":"Medicine; Checklist; Brachytherapy; Cohort; Medical physics; Rating scale; Cohort study; Implant; Medical education; Surgery; Internal medicine; Radiation therapy; Psychology","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":[0.05132357,0.0008489924,0.0009028207,0.001137262,0.001482212,0.002997177,0.004170007,0.002682543,0.004862653],"category_scores_gemma":[0.1075835,0.00051924,0.001304723,0.0007102452,0.001252994,0.002742205,0.004488672,0.003200908,0.0009907207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003907708,"about_ca_system_score_gemma":0.0269139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004196724,"about_ca_topic_score_gemma":0.007879707,"domain_scores_codex":[0.9743345,0.01699904,0.001650019,0.0009894567,0.004736008,0.00129093],"domain_scores_gemma":[0.8919454,0.06806305,0.008326126,0.005757354,0.01775948,0.008148647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007624828,0.1206514,0.1414438,0.007062848,0.001343054,0.0002298046,0.01082431,0.009003023,0.002579025,0.004710714,0.007527696,0.6869994],"study_design_scores_gemma":[0.02279911,0.2181585,0.3991604,0.06449868,0.005390122,0.0009630583,0.03629423,0.05129203,0.04600865,0.01312717,0.1413143,0.0009937442],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391484,0.002645046,0.01767153,0.006046441,0.0008384358,0.01680903,0.0004896396,0.0002170497,0.01613442],"genre_scores_gemma":[0.8937087,0.003736451,0.08647299,0.002043501,0.0001558666,0.01067578,0.0009052787,0.00005156932,0.00224993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05132357,"threshold_uncertainty_score":0.2714282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04336543308619504,"score_gpt":0.4020244832481127,"score_spread":0.3586590501619177,"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."}}