{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008282129,0.0001890679,0.0002700831,0.002249509,0.002081643,0.001590578,0.001137077,0.0006550211,0.009628249],"category_scores_gemma":[0.00765004,0.0004368617,0.0004528573,0.003327828,0.0007324461,0.0003818386,0.001324803,0.000949227,0.0009044929],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05470076,"about_ca_system_score_gemma":0.08646477,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.990275,"about_ca_topic_score_gemma":0.9965229,"domain_scores_codex":[0.9976532,0.0002758036,0.0001825093,0.0002058197,0.0009087109,0.000773939],"domain_scores_gemma":[0.9924012,0.0005719758,0.001004918,0.000170278,0.00396869,0.001882925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003106419,0.0001080793,0.7929952,0.0005531847,0.0001338902,0.0009514621,0.001592201,0.001921973,0.001228486,0.005351196,0.1036286,0.0912251],"study_design_scores_gemma":[0.00005279847,0.00004464534,0.9391267,0.000408771,0.0000733204,0.001347468,0.002789314,0.002165507,0.0004163772,0.0005088091,0.05301422,0.00005200504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7653788,0.01070308,0.003329164,0.03743715,0.0003722036,0.0006799856,0.0479317,0.0007676121,0.1334004],"genre_scores_gemma":[0.9657117,0.002986447,0.003261175,0.004151224,0.00008494363,0.0001040803,0.004419364,0.0001946676,0.01908642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9452993,"threshold_uncertainty_score":0.3968837,"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."}}