{"id":"W4416025047","doi":"10.1177/08465371251385534","title":"Understanding the Canadian Interventional Radiology Landscape Through the Canadian Association of Interventional Radiology Database: A Descriptive Study","year":2025,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Kelowna General Hospital; Simon Fraser University; BC Children's Hospital; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Interventional radiology; Workforce; Telehealth; Descriptive research; Outreach; MEDLINE; Telemedicine; Coronavirus disease 2019 (COVID-19)","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":[0.001466144,0.0004227269,0.0006818541,0.008587126,0.003464938,0.002882458,0.002138806,0.0005772901,0.004088712],"category_scores_gemma":[0.007881821,0.0004847455,0.0006122572,0.02411269,0.0008776961,0.001004068,0.001897822,0.001044695,0.0006428013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0389439,"about_ca_system_score_gemma":0.06949393,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9895135,"about_ca_topic_score_gemma":0.9930735,"domain_scores_codex":[0.99664,0.0001235074,0.0003188031,0.0004617412,0.001807275,0.0006487338],"domain_scores_gemma":[0.991688,0.0005121951,0.001410107,0.0002819882,0.004821016,0.001286724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009087346,0.00009038788,0.9615285,0.0004817748,0.0001103666,0.0002683307,0.002021327,0.0001585516,0.0001519643,0.0005385308,0.02126118,0.0132982],"study_design_scores_gemma":[0.0000140101,0.00002572768,0.9827477,0.0003041828,0.00007577127,0.0002716119,0.003976265,0.0005091418,0.00007864214,0.00006807183,0.01188889,0.00003984155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.778335,0.004040206,0.0007244177,0.001965011,0.00004038591,0.0008592157,0.1982298,0.0001215953,0.01568422],"genre_scores_gemma":[0.9359801,0.003637759,0.002007711,0.000722504,0.00003073279,0.0005067833,0.05565737,0.00004636358,0.001410765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0389439,"threshold_uncertainty_score":0.2825591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09230591329159073,"score_gpt":0.3449280095491056,"score_spread":0.2526220962575149,"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."}}