{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00585112,0.000158088,0.001554231,0.0001264128,0.00002971843,0.000005444586,0.0002645039,0.0004391119,0.00009416416],"category_scores_gemma":[0.07551042,0.00009514317,0.0003279379,0.00017213,0.0002859644,0.00005885748,0.000080196,0.001957043,0.00000364231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002916581,"about_ca_system_score_gemma":0.001255322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002372782,"about_ca_topic_score_gemma":0.00003066287,"domain_scores_codex":[0.9954005,0.0003918907,0.002635801,0.0001632024,0.001227593,0.0001809546],"domain_scores_gemma":[0.9901192,0.005291134,0.002461296,0.0002828779,0.001727823,0.0001177186],"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":[0.00246185,0.00001267428,0.001862457,0.00007280626,0.0003675111,0.0005007058,0.00009601961,0.00000643445,0.0001193785,0.0000322476,0.992206,0.002261964],"study_design_scores_gemma":[0.003010323,0.002413852,0.0028209,0.000237212,0.0005184739,0.0002165564,0.000649531,0.000008189597,8.791843e-7,0.0002437006,0.9898168,0.00006361859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.005377951,0.00381357,0.00006798121,0.05648342,0.9312803,0.0003673452,0.0001204341,0.00001038187,0.002478638],"genre_scores_gemma":[0.02017232,0.008025372,0.0004028453,0.001018869,0.97025,0.000001117859,0.00003342322,0.00006057015,0.00003547862],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0696593,"threshold_uncertainty_score":0.932277,"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."}}