{"id":"W2160839302","doi":"10.2214/ajr.14.13527","title":"Medical School Radiology Lectures: What Are Determinants of Lecture Satisfaction?","year":2015,"lang":"en","type":"article","venue":"American Journal of Roentgenology","topic":"Radiology practices and education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Likert scale; Correlation; Univariate analysis; Univariate; Pearson product-moment correlation coefficient; Nuclear medicine; Multivariate analysis; Statistics; Multivariate statistics; Internal medicine; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002607722,0.0001526056,0.0002921553,0.0006925269,0.0002420955,0.001151466,0.0003336167,0.000444683,0.00401715],"category_scores_gemma":[0.01865754,0.0001113411,0.0003945814,0.0007700584,0.0003457862,0.0004621311,0.0004662897,0.0005661506,0.0005926837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000665448,"about_ca_system_score_gemma":0.0008719637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002380108,"about_ca_topic_score_gemma":0.003927557,"domain_scores_codex":[0.9976325,0.0007698448,0.0002797971,0.0001620473,0.0008153266,0.0003404409],"domain_scores_gemma":[0.9797483,0.008830648,0.005422267,0.0001872781,0.002430524,0.003381095],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002493761,0.0001716343,0.9820157,0.00008636084,0.00003681308,0.00006975497,0.0006100873,0.00006571998,0.0003635907,0.00001824459,0.0003758924,0.01593673],"study_design_scores_gemma":[0.000004420497,0.0003226929,0.9976315,0.0000247487,0.0000172055,0.0001029524,0.001293317,0.0002265192,0.0001564812,0.00001460758,0.0001992871,0.000006164059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985158,0.0003230911,0.0001131449,0.0002525591,0.00001322099,0.00001190714,0.00007321176,0.000007300103,0.0006897807],"genre_scores_gemma":[0.9994861,0.000116437,0.00009389032,0.00003033016,0.0000178531,0.000005323486,0.00007265017,0.000002764872,0.0001745671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9973923,"threshold_uncertainty_score":0.01379108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082817176346793,"score_gpt":0.3350987186864803,"score_spread":0.3142705469230124,"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."}}