{"id":"W3203777161","doi":"10.1177/08465371211041148","title":"Sociodemographic and Geographic Factors Associated With Non-Obstetrical Ultrasound Imaging Utilization: A Population-Based Study","year":2021,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Quality Council; University of Saskatchewan","funders":"Saskatchewan Health Research Foundation","keywords":"Medicine; Population; Ultrasound; Obstetrics; Radiology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007465535,0.0001980214,0.000526373,0.0004659192,0.0004301629,0.00009668576,0.000111231,0.0002166634,0.0001227374],"category_scores_gemma":[0.00789001,0.0001724842,0.0001679429,0.001211196,0.0001154998,0.0001147845,0.000007932013,0.0006027386,0.000001005793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103351,"about_ca_system_score_gemma":0.001140846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001303376,"about_ca_topic_score_gemma":0.01378888,"domain_scores_codex":[0.9978259,0.0002951123,0.0006584213,0.0003257841,0.000497724,0.0003971219],"domain_scores_gemma":[0.9953661,0.002080282,0.0007046377,0.0002263695,0.001037479,0.0005851416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009628118,0.0002316134,0.9987124,0.00000724361,0.0003286545,0.00002973271,0.0001631179,0.0000558587,0.00004566614,0.00003090872,0.0002533813,0.0001318448],"study_design_scores_gemma":[0.002141016,0.0001971719,0.9957503,0.00005686237,0.0003470859,0.00004032001,0.0007753582,0.0001911714,0.00001157239,0.0002016785,0.0001188344,0.0001686467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967394,0.0003363079,0.0004056226,0.00175756,0.0001325021,0.0003450848,0.00008244402,0.00003158669,0.0001694913],"genre_scores_gemma":[0.9985628,0.00004889102,0.000358344,0.000447126,0.00007908062,0.00001156606,0.0003440555,0.0000245667,0.0001235871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0124855,"threshold_uncertainty_score":0.9445649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03754543294313158,"score_gpt":0.302854140282714,"score_spread":0.2653087073395824,"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."}}