{"id":"W4402512777","doi":"10.46747/cfp.7009555","title":"Rapid recommendations","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Computer science; Data science; World Wide Web; Information retrieval","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01390135,0.001168199,0.00140368,0.005655814,0.003015363,0.01006022,0.003731215,0.009118866,0.33005],"category_scores_gemma":[0.1459651,0.0008611619,0.002725587,0.003459397,0.001255758,0.008082938,0.004885004,0.01072665,0.2145303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006915444,"about_ca_system_score_gemma":0.03221559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03005737,"about_ca_topic_score_gemma":0.0743286,"domain_scores_codex":[0.9804568,0.005343762,0.002403984,0.00120248,0.009097314,0.001495618],"domain_scores_gemma":[0.8786464,0.01474233,0.003854274,0.005870809,0.08545483,0.01143134],"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":[0.000007974919,0.00001682976,0.000131729,0.000167113,0.000006841611,0.00002822925,0.00004124693,0.00001903279,0.00001733324,0.001034982,0.9522606,0.04626825],"study_design_scores_gemma":[0.00002992466,0.000009022383,0.0003508324,0.001241303,0.00001358986,0.00007846467,0.000129239,0.00003983459,0.000032697,0.001684338,0.9963757,0.00001494427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0007087054,0.01581702,0.01024357,0.4370289,0.07613929,0.002823519,0.01476679,0.003177654,0.4392945],"genre_scores_gemma":[0.01366627,0.04564523,0.06866544,0.2869465,0.04585396,0.003526177,0.03227445,0.002436631,0.5009854],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.33005,"threshold_uncertainty_score":0.9556024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1991876457516985,"score_gpt":0.4327006197257063,"score_spread":0.2335129739740078,"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."}}