{"id":"W2911253631","doi":"10.22374/cjgim.v14i1.318","title":"BMJ Rapid Recommendations: Creating Tools to Support a Revolution in Clinical Practice Guideline Adoption","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Clinical Practice; Trustworthiness; Family medicine; Internet privacy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01142108,0.000198255,0.0007296976,0.0008564583,0.00005352804,0.00004229268,0.0002271667,0.0001455443,0.004216727],"category_scores_gemma":[0.06060056,0.0001682456,0.0001735684,0.0004922433,0.00007088613,0.0008852092,0.00003545299,0.0009417719,0.0001578455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007851389,"about_ca_system_score_gemma":0.001980352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01796799,"about_ca_topic_score_gemma":0.008072352,"domain_scores_codex":[0.9932048,0.0004553809,0.005069079,0.0002959297,0.0005556735,0.0004191185],"domain_scores_gemma":[0.9932318,0.001511921,0.001670006,0.0003365723,0.002062954,0.001186761],"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":[0.001787214,0.0001311124,0.05958584,0.00004970566,0.0001851176,0.001174715,0.0006613986,0.0001665365,0.001594453,0.00049186,0.627093,0.307079],"study_design_scores_gemma":[0.006968439,0.008443985,0.06104033,0.001766411,0.0003375841,0.003896162,0.004306712,0.001105779,0.00004989133,0.0001394171,0.9117155,0.0002298073],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.546985,0.0007584793,0.01535261,0.398336,0.007424164,0.002117078,0.0000282106,0.00002093822,0.02897747],"genre_scores_gemma":[0.7526622,0.0005357636,0.1389785,0.09344471,0.009180882,0.00001869109,0.0002417941,0.00006803728,0.004869463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3068492,"threshold_uncertainty_score":0.9966936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2537765789150036,"score_gpt":0.5357871740730638,"score_spread":0.2820105951580602,"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."}}