{"id":"W4392711976","doi":"10.1002/gin2.12008","title":"The INGUIDE International Guideline Training and Certification Programme","year":2024,"lang":"en","type":"article","venue":"Clinical and Public Health Guidelines","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Certification; Guideline; Training (meteorology); Medical education; Psychology; Medicine; Political science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01636455,0.0001965931,0.0004091771,0.0001181147,0.0003367444,0.0004541502,0.000151322,0.0001473746,0.00006750409],"category_scores_gemma":[0.04663227,0.0001255605,0.0001271959,0.0002982057,0.0003913341,0.0003091549,0.0001516599,0.000543072,0.00002443237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005599333,"about_ca_system_score_gemma":0.001446344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003106975,"about_ca_topic_score_gemma":0.0002012114,"domain_scores_codex":[0.9937746,0.000295882,0.004344872,0.0006212133,0.0004416254,0.0005218053],"domain_scores_gemma":[0.9940237,0.003432967,0.0003664087,0.0003380002,0.001093504,0.0007453611],"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":[0.00003977224,0.00005150506,0.008803777,0.00005840161,0.00008489914,0.000006518318,0.000156156,3.155934e-7,0.00000569743,0.003922753,0.09624474,0.8906255],"study_design_scores_gemma":[0.0007855416,0.0002899583,0.007143809,0.0001170653,0.00004065887,0.0001623558,0.001403855,0.02610569,6.030043e-7,0.001920324,0.9619126,0.0001175406],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02603167,0.008188901,0.008264106,0.9534722,0.002532579,0.000731312,0.00002084926,0.0002730885,0.0004853182],"genre_scores_gemma":[0.6575347,0.05380467,0.09556232,0.174337,0.01455497,0.0002479691,0.0008646736,0.000147,0.002946737],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8905079,"threshold_uncertainty_score":0.9613984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.726285411202189,"score_gpt":0.6184343306788338,"score_spread":0.1078510805233552,"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."}}