{"id":"W3044123182","doi":"10.1007/s12350-020-02288-w","title":"The importance of standards in medicine","year":2020,"lang":"en","type":"editorial","venue":"Journal of Nuclear Cardiology","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Medical physics; MEDLINE","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":[0.03754342,0.004246222,0.006126456,0.007225002,0.006106266,0.02316092,0.007610841,0.05248616,0.0127339],"category_scores_gemma":[0.1646546,0.0023578,0.004314596,0.003662402,0.007966011,0.009701272,0.003977877,0.0545699,0.008159038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008528607,"about_ca_system_score_gemma":0.01293748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005053317,"about_ca_topic_score_gemma":0.01441797,"domain_scores_codex":[0.9621638,0.01123104,0.005022491,0.002352855,0.01761292,0.001616908],"domain_scores_gemma":[0.762683,0.1459829,0.009006605,0.004500112,0.0607878,0.01703952],"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":[0.00002673624,0.0000122792,0.00002580325,0.0003496746,0.00003136913,0.00006914666,0.00003545934,0.00002373233,0.00001603816,0.0007899124,0.9941123,0.004507495],"study_design_scores_gemma":[0.0001598291,0.00003839393,0.0004074518,0.002466297,0.0001471635,0.0001913325,0.0001941988,0.0003207249,0.00007281726,0.005120096,0.9908279,0.00005372527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001354268,0.003442889,0.00008321476,0.07672072,0.9189523,0.00001334113,0.0000188657,0.00001969582,0.0007354078],"genre_scores_gemma":[0.0002898395,0.002949044,0.0001365588,0.03998858,0.9541238,0.00002780781,0.00001201175,0.00002200442,0.002450363],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05248616,"threshold_uncertainty_score":0.198551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1114088947159377,"score_gpt":0.484348029236769,"score_spread":0.3729391345208313,"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."}}