{"id":"W4399726027","doi":"10.46747/cfp.7006372","title":"Modified tool designed to ease guideline choices","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; College of Family Physicians of Canada; Université du Québec","funders":"","keywords":"Guideline; Computer science; Medicine; Process management; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005117902,0.000215909,0.0002899955,0.0003554215,0.0001029434,0.0001298554,0.0001509751,0.00008499964,0.00004793575],"category_scores_gemma":[0.0005497698,0.000213771,0.000139531,0.0006809956,0.00003444772,0.0002809393,0.0000269198,0.0002410038,0.001371436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004917582,"about_ca_system_score_gemma":0.001783853,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03072556,"about_ca_topic_score_gemma":0.01428304,"domain_scores_codex":[0.9978675,0.00005346381,0.0007826546,0.0004846751,0.0003113039,0.0005003579],"domain_scores_gemma":[0.9980502,0.0002865932,0.00005653466,0.0004619712,0.0002333661,0.000911322],"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":[0.00009343429,0.00005125911,0.00004511852,0.00007201572,0.0001284976,0.0003524923,0.00008375106,0.0002583142,0.02141433,0.001638336,0.5629515,0.412911],"study_design_scores_gemma":[0.0007398966,0.0002619431,0.002517763,0.0001764108,0.0002504317,0.000003939404,0.0004050423,0.00836101,0.0004471121,0.0006140105,0.9858826,0.0003398776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5747564,0.002620877,0.02610616,0.1176321,0.004815071,0.005393082,0.0009599151,0.001125215,0.2665912],"genre_scores_gemma":[0.549054,0.00001250553,0.004470708,0.4430039,0.001638547,0.00006347804,0.0003392395,0.00007330435,0.00134425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4229311,"threshold_uncertainty_score":0.9994061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142785647211348,"score_gpt":0.4187645056101719,"score_spread":0.275978858398824,"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."}}