{"id":"W3135402457","doi":"10.51731/cjht..24","title":"Canadian Medical Imaging Inventory, 2019–2020","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Centre Hospitalier Universitaire de Sherbrooke","funders":"","keywords":"Medical imaging; Medical physics; Context (archaeology); Modalities; Medicine; Single-photon emission computed tomography; Population; Nuclear medicine; Radiology; Geography; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0007111495,0.0001161453,0.0003721107,0.0007693127,0.000237701,0.00005003821,0.0002591333,0.000141701,0.0007055972],"category_scores_gemma":[0.002418258,0.000108831,0.00009388159,0.0004966616,0.0001474687,0.0001513182,0.00001577253,0.0007840493,0.00004048735],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170554,"about_ca_system_score_gemma":0.05061834,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1754129,"about_ca_topic_score_gemma":0.3522428,"domain_scores_codex":[0.9982719,0.00005589498,0.0005774026,0.0001491928,0.0003337605,0.0006118435],"domain_scores_gemma":[0.998279,0.00002680249,0.0002115244,0.0002598345,0.0002851687,0.0009376492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002734336,0.000009552173,0.07754081,0.00005536381,0.00004551861,0.006891889,0.0001948995,0.000002095195,0.00002268032,0.0004614702,0.2286683,0.6861047],"study_design_scores_gemma":[0.000618095,0.00006194406,0.01907446,0.0004967689,0.00001906547,0.007767078,0.003533871,0.00017802,0.0004140024,0.0006243328,0.9670809,0.000131476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04575149,0.1718602,0.0001183749,0.7785331,0.0010905,0.0001343734,0.000014908,0.00008643555,0.002410638],"genre_scores_gemma":[0.983434,0.001671274,0.0002898293,0.01421115,0.00007342829,0.000001556141,0.000008432372,0.00001901769,0.0002913464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9376824,"threshold_uncertainty_score":0.9547638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01339303388537645,"score_gpt":0.2884915567109284,"score_spread":0.2750985228255519,"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."}}