{"id":"W2025269930","doi":"10.12927/hcq..16614","title":"Medical Imaging in Canada: Bringing the Picture into Focus","year":2003,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Radiology practices and education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Medical imaging; Best practice; Engineering ethics; Medicine; Political science; Engineering; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003544657,0.000536752,0.0006428711,0.004787229,0.006244099,0.009815386,0.002158948,0.005633723,0.01021879],"category_scores_gemma":[0.01138694,0.0004911773,0.0006279731,0.01222607,0.006144975,0.006614769,0.002879746,0.006714614,0.000890673],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08576796,"about_ca_system_score_gemma":0.2285787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.985074,"about_ca_topic_score_gemma":0.9936479,"domain_scores_codex":[0.9952017,0.0003671752,0.0003208946,0.0003696215,0.002292365,0.001448267],"domain_scores_gemma":[0.9697547,0.002659745,0.001870452,0.000246062,0.01883743,0.006631666],"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":[0.000209244,0.0001291655,0.07493478,0.00481338,0.000107471,0.00206853,0.004629241,0.001175935,0.001059414,0.03984014,0.4922313,0.3788013],"study_design_scores_gemma":[0.00004320655,0.00008686494,0.2438808,0.006460077,0.0001763065,0.001685548,0.03037772,0.001570471,0.0004425389,0.01279968,0.702248,0.0002287092],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01298425,0.1539863,0.0006464774,0.8126094,0.002408305,0.00002273491,0.001361502,0.00009982461,0.01588119],"genre_scores_gemma":[0.2979862,0.5293866,0.004398423,0.1529379,0.004976931,0.00003243632,0.001672797,0.0001657995,0.008442757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.914232,"threshold_uncertainty_score":0.622293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01141912944154984,"score_gpt":0.3056859115752456,"score_spread":0.2942667821336958,"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."}}