{"id":"W2007752188","doi":"10.1016/j.jacr.2014.07.023","title":"Clinical Imaging Guidelines Part 1: A Proposal for Uniform Methodology","year":2014,"lang":"en","type":"article","venue":"Journal of the American College of Radiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Winnipeg","funders":"","keywords":"Grading (engineering); Guideline; Medical physics; Appropriate Use Criteria; Agency (philosophy); Referral; Medicine; Appropriateness criteria; Medical education; Computer science; Family medicine; Radiology; Engineering; Pathology","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":[0.004178407,0.0001093692,0.0009919356,0.0001583118,0.00006306143,0.000002669794,0.00028707,0.00003833091,0.00001375249],"category_scores_gemma":[0.006395693,0.00006452526,0.0004532782,0.0002275607,0.000629633,0.00006073216,0.0000463951,0.0002529159,0.000001083327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004171048,"about_ca_system_score_gemma":0.0005739325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008687258,"about_ca_topic_score_gemma":0.000002769772,"domain_scores_codex":[0.9976103,0.0006656104,0.001213543,0.0001297662,0.0001471188,0.0002336702],"domain_scores_gemma":[0.995878,0.001405595,0.001799081,0.0002720808,0.0005398517,0.0001053608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003638471,0.0002543994,0.2895956,0.00008122443,0.0008896455,0.00004221357,0.000144892,0.0003118235,0.009200175,0.008011684,0.4976671,0.1901627],"study_design_scores_gemma":[0.01136059,0.008459032,0.1092871,0.0003292327,0.001436672,0.02367819,0.001706707,0.0292122,0.004230711,0.01488235,0.7950064,0.000410806],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.770375,0.0007582671,0.06623409,0.1581092,0.003050525,0.000619456,0.00003349097,0.00001861089,0.000801463],"genre_scores_gemma":[0.6901432,0.0003257548,0.2956172,0.0100998,0.00319563,0.00000681696,0.000001746668,0.0000329769,0.000576857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2973393,"threshold_uncertainty_score":0.7656704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08211615979676651,"score_gpt":0.416512757677426,"score_spread":0.3343965978806595,"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."}}