{"id":"W2788677081","doi":"10.1016/j.jvir.2017.11.031","title":"Clinical IR in Canada: The Evolution of a Revolution","year":2018,"lang":"en","type":"article","venue":"Journal of Vascular and Interventional Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Calgary; University Health Network; University of Toronto; Dalhousie University; Centre Hospitalier Universitaire de Sherbrooke; Mount Sinai Hospital","funders":"","keywords":"Medicine; Interventional radiology; Specialty; Transjugular intrahepatic portosystemic shunt; Psychological intervention; Radiology; Family medicine; Portal hypertension; Nursing; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.02147697,0.0005798869,0.00092328,0.003947671,0.01482931,0.01828419,0.004780102,0.01072573,0.01763273],"category_scores_gemma":[0.05004339,0.0008209492,0.0008439719,0.007094571,0.02022713,0.005206964,0.006190845,0.01518346,0.001061561],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2308066,"about_ca_system_score_gemma":0.4609911,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9661826,"about_ca_topic_score_gemma":0.9799923,"domain_scores_codex":[0.9776398,0.00386276,0.0009075038,0.002092466,0.009095942,0.006401507],"domain_scores_gemma":[0.8884162,0.0181589,0.004113544,0.002486057,0.037126,0.04969933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003921244,0.0005402503,0.02640735,0.000995042,0.0001138633,0.001447993,0.01264257,0.002214238,0.0009149917,0.2948014,0.3988753,0.2606549],"study_design_scores_gemma":[0.0001477592,0.0001440924,0.05707243,0.001625183,0.00005025811,0.0005787518,0.01538071,0.001408715,0.0003303253,0.02152451,0.9015319,0.0002053998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03033743,0.02136238,0.001661767,0.8751902,0.003901786,0.00007800762,0.0004237756,0.0002112605,0.06683338],"genre_scores_gemma":[0.6040686,0.03510757,0.006054607,0.3069141,0.004791955,0.000113814,0.0005176299,0.0004383125,0.04199337],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7691934,"threshold_uncertainty_score":0.8921553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02933768969572308,"score_gpt":0.3512444799692599,"score_spread":0.3219067902735369,"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."}}