{"id":"W4200119495","doi":"10.46747/cfp.6712912","title":"Rapid recommendations","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Guideline; Computer science; Medicine; Data science; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.01327078,0.00139756,0.00152355,0.005600158,0.003459313,0.009536911,0.004027025,0.01671863,0.2954182],"category_scores_gemma":[0.1681091,0.0009239035,0.003501485,0.00354427,0.001736243,0.007850234,0.004548086,0.01317728,0.1712477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008151918,"about_ca_system_score_gemma":0.03794479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03390959,"about_ca_topic_score_gemma":0.08129647,"domain_scores_codex":[0.9779705,0.006212992,0.002868206,0.00131896,0.009575513,0.00205371],"domain_scores_gemma":[0.8397298,0.02044353,0.005060127,0.005690182,0.1120835,0.01699285],"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":[0.000007210395,0.00001507334,0.0001164831,0.0001689552,0.000004882665,0.00003941639,0.00002872308,0.00001895934,0.0000144678,0.0007348458,0.972728,0.02612287],"study_design_scores_gemma":[0.00004491026,0.000009867554,0.0003384811,0.001640995,0.00001387799,0.0001128983,0.0001277243,0.00003936248,0.00003190518,0.00181565,0.995806,0.00001830295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0005027829,0.01245944,0.005688707,0.5936654,0.09733627,0.002600183,0.009832508,0.002073291,0.2758414],"genre_scores_gemma":[0.007728609,0.03051846,0.03693058,0.49709,0.05033277,0.00384596,0.02010371,0.001512198,0.3519377],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.2954182,"threshold_uncertainty_score":0.9882724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02589038229850701,"score_gpt":0.245146469608298,"score_spread":0.219256087309791,"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."}}