{"id":"W2906374901","doi":"10.1053/j.semnuclmed.2018.11.011","title":"American College of Radiology Appropriateness Criteria: Advancing Evidence-Based Imaging Practice","year":2018,"lang":"en","type":"review","venue":"Seminars in Nuclear Medicine","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Appropriateness criteria; Appropriate Use Criteria; Multidisciplinary approach; Medical physics; Agency (philosophy); Evidence-based medicine; Legislation; Health care; MEDLINE; Medical education; Radiology; Alternative medicine; Pathology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01980856,0.001708481,0.006347457,0.01337727,0.001044609,0.004250934,0.003963593,0.003987772,0.003554394],"category_scores_gemma":[0.07072333,0.0007347042,0.003881428,0.009821839,0.001659359,0.00423529,0.00277669,0.004753106,0.0008425785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004802826,"about_ca_system_score_gemma":0.02303338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01085032,"about_ca_topic_score_gemma":0.0206317,"domain_scores_codex":[0.9779611,0.00552274,0.006580645,0.000922697,0.008563799,0.0004490998],"domain_scores_gemma":[0.9374729,0.03642919,0.009462909,0.0009324212,0.01437247,0.001330176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001312844,0.0001002588,0.00414792,0.09837134,0.001463375,0.0002168212,0.000226946,0.000698302,0.0002692361,0.008404844,0.1117304,0.7742392],"study_design_scores_gemma":[0.0003538705,0.0001551224,0.01889864,0.3661489,0.005255694,0.002328529,0.0006844069,0.001682111,0.0004588176,0.02165065,0.5820892,0.0002940947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001529461,0.9917719,0.0008226645,0.004735236,0.001042203,0.0000788348,0.0001764083,0.00003093151,0.001188856],"genre_scores_gemma":[0.006215615,0.9765346,0.009468273,0.005224864,0.001445182,0.0001993209,0.0006135707,0.00001760796,0.0002809756],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01980856,"threshold_uncertainty_score":0.1047589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03822163623929144,"score_gpt":0.3858551384448365,"score_spread":0.3476335022055451,"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."}}