{"id":"W4241585840","doi":"10.21203/rs.2.13982/v1","title":"Oncology Education for Family Medicine Residents: A National Needs Assessment Survey","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; Princess Margaret Cancer Centre; CancerCare Manitoba; University of Toronto; NOSM University; University of Calgary","funders":"","keywords":"Family medicine; Medicine; Needs assessment; Oncology; Medical education; Internal medicine; Sociology; Social science","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":[0.003603189,0.0002214115,0.000318079,0.001936092,0.001164363,0.0006169045,0.0006501997,0.001025934,0.004421179],"category_scores_gemma":[0.01216658,0.0004278147,0.0004828148,0.00244189,0.0002717797,0.001715894,0.001877179,0.0009140391,0.001350873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002612259,"about_ca_system_score_gemma":0.005794612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05834267,"about_ca_topic_score_gemma":0.09489294,"domain_scores_codex":[0.9987956,0.0003556136,0.0001699128,0.00009364882,0.0002814073,0.0003037806],"domain_scores_gemma":[0.9938325,0.001299542,0.001052494,0.0002299943,0.001813684,0.001771722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009961685,0.0007317892,0.972393,0.00007293659,0.00003420827,0.0001075045,0.002782624,0.0001364895,0.00009248035,0.0001084294,0.01119011,0.01225089],"study_design_scores_gemma":[0.00002012435,0.0001537995,0.9872978,0.00004599327,0.00001258041,0.00007032284,0.008055185,0.0001925109,0.00005951904,0.00004633862,0.004035706,0.00001001434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844422,0.0001338703,0.0001346372,0.00227452,0.00003179938,0.000259272,0.00807451,0.00001298515,0.004636251],"genre_scores_gemma":[0.9764756,0.0006132785,0.001383858,0.001841408,0.00005451001,0.001335023,0.01115036,0.00002162342,0.007124279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05834267,"threshold_uncertainty_score":0.1160061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1787700050672849,"score_gpt":0.606557011465624,"score_spread":0.4277870063983391,"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."}}