{"id":"W4414396938","doi":"10.1067/j.cpradiol.2025.09.011","title":"A closer look at academic and community radiology practice in Canada","year":2025,"lang":"en","type":"article","venue":"Current Problems in Diagnostic Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Vernon Jubilee Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Community practice; Medical practice; Community of practice; Clinical Practice; Scope (computer science); Academic community; Focus (optics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001564774,0.0002421534,0.0006643882,0.0003325976,0.0001450258,0.000006033909,0.0002301152,0.000315166,0.00003798606],"category_scores_gemma":[0.025573,0.000229604,0.00003147261,0.000398509,0.0003160077,0.0001718731,0.0001751784,0.002790503,0.00000876715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164455,"about_ca_system_score_gemma":0.001832023,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2385076,"about_ca_topic_score_gemma":0.3448095,"domain_scores_codex":[0.9963198,0.001786585,0.0007948285,0.0004353689,0.00009406309,0.0005693188],"domain_scores_gemma":[0.9781716,0.02095511,0.0002612293,0.0004233527,0.00005452735,0.0001341474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001668663,0.0002805043,0.9703255,0.0002729408,0.00005730483,0.00005571288,0.001228514,0.0002857303,0.0001843859,0.0008659657,0.01090351,0.01537307],"study_design_scores_gemma":[0.003006127,0.0002722177,0.9065425,0.0005990704,0.0001558899,0.001729363,0.001301268,0.0003651019,0.00003327799,0.001917499,0.08382738,0.0002502339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942313,0.04434215,0.00003425004,0.00870295,0.001837799,0.0009188565,0.00000651244,0.00001899396,0.001825512],"genre_scores_gemma":[0.9681718,0.02917299,0.0001188836,0.001976026,0.0001036722,0.0002741941,0.00008984625,0.00001371641,0.00007887327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1063019,"threshold_uncertainty_score":0.9995101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02999050848768926,"score_gpt":0.3457007465698863,"score_spread":0.315710238082197,"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."}}