{"id":"W2756094298","doi":"10.1136/ebmed-2017-110798","title":"What does expert opinion in guidelines mean? a meta-epidemiological study","year":2017,"lang":"en","type":"review","venue":"Evidence-Based Medicine","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Guideline; Observational study; CLARITY; Medicine; Expert opinion; Evidence-based medicine; Evidence-based practice; Family medicine; MEDLINE; Alternative medicine; Pathology; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","metaepi_broad","metaepi_narrow"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","metaepi_narrow","metaepi_broad"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.02875996,0.001530234,0.01195205,0.0009434737,0.0002009736,0.0001269515,0.001087627,0.0007750569,0.002173872],"category_scores_gemma":[0.2157052,0.0007154682,0.001842877,0.0006673709,0.0005355329,0.001400383,0.0003349974,0.001880563,0.000150315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005990202,"about_ca_system_score_gemma":0.0019079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002254777,"about_ca_topic_score_gemma":0.0005972738,"domain_scores_codex":[0.9823679,0.003986571,0.008747175,0.002097477,0.001950445,0.0008504786],"domain_scores_gemma":[0.964281,0.02669299,0.004089397,0.003162913,0.001136432,0.0006372398],"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":[0.0004012448,0.000711383,0.0003713684,0.00715709,0.00162842,0.0003425265,0.0002399477,0.000003738416,0.000001242444,0.000008524416,0.02925732,0.9598772],"study_design_scores_gemma":[0.00312249,0.002506773,0.0001375172,0.1395384,0.01100705,0.00007603854,0.00158214,0.0000770148,5.303465e-7,0.00006510001,0.8413488,0.000538161],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001497996,0.9121943,0.0001927012,0.07438689,0.005917788,0.007102703,0.00001099489,0.0001412333,0.00003841961],"genre_scores_gemma":[0.00006778321,0.9787335,0.002031612,0.00871586,0.007611544,0.001902507,0.0003813958,0.0001273962,0.0004284065],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.959339,"threshold_uncertainty_score":0.9997447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.934234501038434,"score_gpt":0.7009597189922305,"score_spread":0.2332747820462034,"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."}}