{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002774261,0.00009254458,0.0001410781,0.000100443,0.00009102993,0.00002770097,0.00004175235,0.00002779227,0.00007631697],"category_scores_gemma":[0.000005197297,0.00009767709,0.00007722888,0.0002586822,0.00001972103,0.00005852292,0.0000130907,0.00006346515,0.0005232007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002074009,"about_ca_system_score_gemma":0.0003784002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013634,"about_ca_topic_score_gemma":0.003650595,"domain_scores_codex":[0.9993615,0.00001449169,0.00009022064,0.0001814655,0.00007667142,0.0002756563],"domain_scores_gemma":[0.9992927,0.0000106195,0.00001713151,0.000279361,0.00006529692,0.0003349319],"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":[0.000002444965,0.00009662994,0.000198844,0.0000172765,0.0001928569,0.0001961105,0.00003674393,6.150293e-7,0.001076661,0.005374106,0.4417824,0.5510254],"study_design_scores_gemma":[0.0004588712,0.00004415116,0.01023143,0.00004073695,0.0001059403,4.739836e-7,0.0003968062,0.00001828762,0.000800182,0.0002728719,0.9875328,0.00009746911],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01822761,0.001081179,0.0000113878,0.01143384,0.0003403386,0.0001878345,0.00003945538,0.00004985785,0.9686285],"genre_scores_gemma":[0.3665112,0.0003598651,0.001777543,0.5979167,0.0005598848,0.00007697993,0.001626415,0.00006138368,0.03111004],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9375185,"threshold_uncertainty_score":0.6724861,"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."}}