{"id":"W2783594488","doi":"10.1111/jep.12857","title":"Going from evidence to recommendations: Can GRADE get us there?","year":2018,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; McMaster University; University of Toronto","funders":"","keywords":"Warrant; Evidence-based medicine; Judgement; Guideline; Limiting; Quality (philosophy); Health care; Medicine; Evidence-based practice; Quality of evidence; Medical education; Psychology; Alternative medicine; Randomized controlled trial","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","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.1598911,0.0001576406,0.0009133247,0.0004413209,0.0001504861,0.0001517504,0.000402679,0.0001947729,0.001881899],"category_scores_gemma":[0.3943242,0.0001817417,0.0001781065,0.0004336947,0.00008041596,0.002056221,0.00007031052,0.0006570976,0.002252611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009851326,"about_ca_system_score_gemma":0.0006799447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001010616,"about_ca_topic_score_gemma":0.0008835451,"domain_scores_codex":[0.9844514,0.004163422,0.01018799,0.0004754277,0.0004322032,0.0002896135],"domain_scores_gemma":[0.9471113,0.0376489,0.01292893,0.0006152532,0.00134469,0.0003509142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001062564,0.002011201,0.6026837,0.0001237004,0.0007114634,0.00002166358,0.01240268,0.002586554,0.00002587446,0.01705742,0.3185602,0.04275301],"study_design_scores_gemma":[0.002819791,0.001143527,0.353885,0.001104161,0.0001208273,0.00003904389,0.002086014,0.01671286,0.00001227057,0.07341846,0.5481915,0.0004664543],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5072802,0.003199024,0.01554006,0.4644098,0.005197035,0.0009303798,0.00006637005,0.00001565262,0.003361435],"genre_scores_gemma":[0.860359,0.001053599,0.07503234,0.05980817,0.003557921,0.00004183668,0.000009221344,0.00003223683,0.0001057389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4046017,"threshold_uncertainty_score":0.9990305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.733303413504202,"score_gpt":0.6294188097265411,"score_spread":0.103884603777661,"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."}}