{"id":"W3126675076","doi":"10.1186/s40779-021-00298-4","title":"Development of rapid advice guideline and standard and continuous updating guideline: experiences and practice","year":2021,"lang":"en","type":"article","venue":"Military Medical Research","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Guideline; Advice (programming); Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; Medical education; Family medicine; Psychology; Computer science; Disease; Infectious disease (medical specialty); 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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02217768,0.0001536861,0.0004882304,0.0001342992,0.0002230038,0.00002108893,0.0001041979,0.0001525561,0.00143217],"category_scores_gemma":[0.1974343,0.0001293154,0.00002891352,0.0003814878,0.0006999903,0.0002837346,0.0005945455,0.0006572076,0.000003607454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005451917,"about_ca_system_score_gemma":0.001997559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000511796,"about_ca_topic_score_gemma":0.0003509644,"domain_scores_codex":[0.9935403,0.0008972625,0.002114939,0.0005853054,0.002441592,0.0004205335],"domain_scores_gemma":[0.9859655,0.009970446,0.0001620016,0.0003417507,0.00279842,0.0007618475],"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":[0.001696789,0.0002507432,0.00143418,0.000348494,0.0001494149,0.000466153,0.009806724,2.832103e-7,0.004000457,0.0001083866,0.03986479,0.9418736],"study_design_scores_gemma":[0.004550247,0.0009667386,0.001763623,0.0004395417,0.0001107594,0.000940031,0.2791821,0.002836418,0.002170866,0.0001279399,0.7066989,0.0002128373],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9081553,0.02230247,0.001706111,0.06549968,0.0001150449,0.0005421101,0.00001398613,0.00003670984,0.00162857],"genre_scores_gemma":[0.3925406,0.01100828,0.588957,0.006521404,0.0004224622,0.00007632621,0.000222888,0.00003831623,0.0002127223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9416608,"threshold_uncertainty_score":0.9994807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2131947109029931,"score_gpt":0.5542974358494968,"score_spread":0.3411027249465036,"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."}}