{"id":"W3091751611","doi":"10.1177/1753495x20957171","title":"Imaging in Pregnancy Stewardship","year":2020,"lang":"en","type":"article","venue":"Obstetric Medicine","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Pregnancy; Stewardship (theology); High risk pregnancy; Medical physics; Obstetrics; Gynecology; Family medicine; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118835,0.0001348707,0.0003398735,0.0003164847,0.00002619787,0.000007617527,0.00009898382,0.00003201711,0.0006009471],"category_scores_gemma":[0.002579448,0.0001067348,0.00004046043,0.001371641,0.00005525753,0.0001238255,0.00002561322,0.0002380919,0.0001254073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007141806,"about_ca_system_score_gemma":0.00007275608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003163235,"about_ca_topic_score_gemma":5.827973e-7,"domain_scores_codex":[0.9986886,0.0000342944,0.0003682342,0.0002805979,0.0003702521,0.0002579593],"domain_scores_gemma":[0.999214,0.0001729985,0.00007408606,0.000202695,0.00004472834,0.0002915241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000618577,0.00008192245,0.5424047,0.0002913017,0.00002368367,0.001131171,0.004166617,0.00001207921,0.004438095,0.0002819313,0.01773425,0.4293724],"study_design_scores_gemma":[0.02872182,0.001086539,0.7717668,0.004911626,0.0003162889,0.0002950609,0.004982325,0.02639655,0.004133424,0.0002916698,0.156301,0.0007968831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2923266,0.1035176,0.002279235,0.2992838,0.001916137,0.002023258,0.000005405195,0.0006261344,0.2980218],"genre_scores_gemma":[0.9895041,0.000332327,0.000181677,0.008854914,0.0004412604,0.00001054629,0.00001577071,0.00002245692,0.0006369665],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6971775,"threshold_uncertainty_score":0.6579949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03844939505960471,"score_gpt":0.2904196196335748,"score_spread":0.2519702245739701,"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."}}