{"id":"W4376144093","doi":"10.51731/cjht.2023.641","title":"Privately Operated Medical Imaging Facilities Across Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Medical imaging; Payment; Positron emission tomography; Census; Nuclear medicine; Computed tomography; Medicine; Medical physics; Single-photon emission computed tomography; Business; Radiology; Finance; Environmental health","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":[0.0008205492,0.0004323814,0.000276444,0.001412702,0.004705285,0.002699511,0.001683762,0.0006529102,0.05390198],"category_scores_gemma":[0.004117777,0.0004552395,0.0004266741,0.003725754,0.001025544,0.000764407,0.001834139,0.0007966271,0.004354172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04027813,"about_ca_system_score_gemma":0.151972,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.982151,"about_ca_topic_score_gemma":0.9894357,"domain_scores_codex":[0.9975262,0.0001405541,0.00009592053,0.0002676725,0.001036505,0.0009331406],"domain_scores_gemma":[0.9883072,0.0004884118,0.0007413696,0.0003344748,0.005471808,0.004656715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004598005,0.0001247511,0.08208466,0.0009855623,0.00009864359,0.001042571,0.001359025,0.001021485,0.002406256,0.02179254,0.6283417,0.2602831],"study_design_scores_gemma":[0.000114108,0.000102313,0.1957455,0.0006543407,0.00006257016,0.0009247141,0.002166535,0.001271521,0.0008641877,0.001131672,0.7968636,0.00009893895],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1627023,0.02243024,0.008053786,0.03304295,0.001240689,0.001124816,0.0612849,0.003452563,0.7066678],"genre_scores_gemma":[0.5778933,0.0130057,0.01215159,0.01361456,0.0002917132,0.0003478816,0.02575358,0.0005430588,0.3563987],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05390198,"threshold_uncertainty_score":0.2922396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02660114225238389,"score_gpt":0.3186186832039595,"score_spread":0.2920175409515756,"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."}}