{"id":"W2613589491","doi":"10.1016/j.carj.2016.10.004","title":"Radiology Exposure in the Undergraduate Curriculum: A Medical Student Perspective on Quality and Opportunities for Positive Change","year":2017,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Victoria Hospital; London Health Sciences Centre","funders":"","keywords":"Medicine; Curriculum; Radiology; Medical education; Perspective (graphical); Coaching; Quality (philosophy); Psychology; Pedagogy; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003977379,0.0001081642,0.0003463115,0.000172863,0.0004514284,0.00007508251,0.0002204531,0.0002406094,0.00001208462],"category_scores_gemma":[0.005638252,0.00007602409,0.00008350234,0.00003137716,0.0002604628,0.0002053439,0.000009658364,0.00048669,6.394263e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343298,"about_ca_system_score_gemma":0.0007748301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009410797,"about_ca_topic_score_gemma":0.02095222,"domain_scores_codex":[0.9983378,0.0006420624,0.000325964,0.0001621575,0.0002442559,0.0002877673],"domain_scores_gemma":[0.997762,0.0006562325,0.0008045191,0.0001824713,0.0003223227,0.0002724171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001472042,0.0001527305,0.9152945,0.0000175673,0.0003125489,0.0001782059,0.006252448,0.000001528612,0.000005015679,0.06131241,0.009685781,0.006640062],"study_design_scores_gemma":[0.001510695,0.0007342646,0.9811218,0.00005615841,0.00006842281,0.0007097856,0.01151613,0.00003162299,8.664053e-7,0.002103271,0.002066949,0.00007998905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.640282,0.0004916816,0.00002631105,0.3568051,0.0004238212,0.000362446,0.00002975584,0.000002826071,0.001576054],"genre_scores_gemma":[0.9921937,0.002065421,0.00005220314,0.004831152,0.0005687728,0.00003844604,0.00001781578,0.000006258269,0.0002262427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3519739,"threshold_uncertainty_score":0.9971856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1336322156679035,"score_gpt":0.4261374367958695,"score_spread":0.292505221127966,"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."}}