{"id":"W1509438354","doi":"10.1111/j.1756-5391.2012.01174.x","title":"Assessing the recommendations for the use of diagnostic imaging in clinical practice guidelines","year":2012,"lang":"en","type":"article","venue":"Journal of Evidence-Based Medicine","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba; Manitoba Health","funders":"","keywords":"Clinical Practice; Appropriate Use Criteria; Medicine; Medical physics; Medical imaging; Diagnostic accuracy; Diagnostic test; Evidence-based medicine; Quality of evidence; Evidence-based practice; Radiology; Alternative medicine; Pediatrics; Physical therapy; Randomized controlled trial; 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":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"evaluation","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3033204,0.001936104,0.00417859,0.02046319,0.00317358,0.01070284,0.01017002,0.01891851,0.007165488],"category_scores_gemma":[0.7879986,0.003024802,0.00862762,0.01443795,0.00341642,0.008776166,0.006631265,0.01383404,0.00328888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01174144,"about_ca_system_score_gemma":0.03084175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01270506,"about_ca_topic_score_gemma":0.01987443,"domain_scores_codex":[0.5561101,0.2036419,0.1649537,0.00498626,0.06706482,0.00324322],"domain_scores_gemma":[0.181113,0.4776405,0.11059,0.01432234,0.2048782,0.01145598],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002112472,0.0008927308,0.05892154,0.1373952,0.01518465,0.001726693,0.01045622,0.004995019,0.001877761,0.02672468,0.3022562,0.437457],"study_design_scores_gemma":[0.005559711,0.001425555,0.04021833,0.4956194,0.02179432,0.001506167,0.007139174,0.0147699,0.002363535,0.04995788,0.3583426,0.001303389],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04712078,0.1546382,0.07781922,0.5314178,0.02845033,0.05518558,0.01365236,0.001309172,0.09040655],"genre_scores_gemma":[0.1707014,0.0398238,0.6865175,0.06515051,0.004117975,0.02484377,0.005610812,0.0003310483,0.002903041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6966796,"threshold_uncertainty_score":0.85913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6575977203867903,"score_gpt":0.5880777676982109,"score_spread":0.06951995268857947,"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."}}