{"id":"W6964779453","doi":"10.26044/esi2019/esi-0051","title":"National and Provincial DRLs for Common Adult CT Scans in Canada","year":2019,"lang":"en","type":"article","venue":"European Society of Radiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computed tomography; Medical imaging; MEDLINE; Patient care","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":[0.0002282958,0.00005244398,0.000168209,0.00001652637,0.0000207193,0.000002051722,0.00004133767,0.00001049195,0.00002475231],"category_scores_gemma":[0.00005052144,0.00004971035,0.00003727701,0.00004605723,0.00004179177,0.00003015574,0.00001423652,0.00007702439,0.000003707514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001315943,"about_ca_system_score_gemma":0.0005519248,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03593351,"about_ca_topic_score_gemma":0.02720253,"domain_scores_codex":[0.999473,0.00004743999,0.000161082,0.0001176826,0.00007921299,0.0001216027],"domain_scores_gemma":[0.999711,0.00008476022,0.00006023562,0.00005925792,0.00005201448,0.00003273883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007414094,0.0000319044,0.6194268,0.0001704497,0.00007690212,0.00001007011,0.0009907024,0.0001372322,0.003083961,0.0006752062,0.3663737,0.008948981],"study_design_scores_gemma":[0.005306546,0.0002619425,0.9189546,0.00006787288,0.00002417323,0.0001969091,0.001073694,0.01714654,0.0005162878,0.00007585634,0.05620318,0.0001724047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905393,0.0001330976,0.00003430765,0.002020561,0.0000960554,0.0002442443,0.00003505532,0.000006009268,0.006891352],"genre_scores_gemma":[0.995383,0.00003575641,0.0004686633,0.003523718,0.000119219,0.000002325309,0.00004605663,0.00001010258,0.0004111382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3101705,"threshold_uncertainty_score":0.9905485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008511818112674692,"score_gpt":0.2367496266249838,"score_spread":0.2282378085123091,"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."}}