{"id":"W4380569021","doi":"10.22541/au.168615010.07606464/v2","title":"Guideline consultation generates inevitable challenges but invaluable communication","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Health Services Management and Policy","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Guideline; Caesarean section; Assertion; Criticism; Medicine; Psychology; Political science; Family medicine; Medical education; Law; Pregnancy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1336579,0.00159747,0.002370383,0.00355345,0.008562212,0.02346989,0.005962366,0.0408375,0.03543624],"category_scores_gemma":[0.5835471,0.001844521,0.001758115,0.00216781,0.01591721,0.01838666,0.02373744,0.05376194,0.03091855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01034279,"about_ca_system_score_gemma":0.0274142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002042209,"about_ca_topic_score_gemma":0.003165812,"domain_scores_codex":[0.6417643,0.2394041,0.02210266,0.01029511,0.07570044,0.01073323],"domain_scores_gemma":[0.3376977,0.4244744,0.03811372,0.02995313,0.1176896,0.05207155],"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":[0.00002391553,0.00002202597,0.0001849921,0.0003638676,0.00002188977,0.00114252,0.002725895,0.000068072,0.0001664322,0.00628092,0.9689757,0.02002368],"study_design_scores_gemma":[0.00006845334,0.00007134637,0.0003859351,0.004446504,0.0000299378,0.002357746,0.005633127,0.000285661,0.0001989595,0.02863099,0.9577487,0.0001427681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003914087,0.001853904,0.001653686,0.9459116,0.03733912,0.00008519208,0.00005342341,0.0002130021,0.01249869],"genre_scores_gemma":[0.01770737,0.003351246,0.007130198,0.8997108,0.06149151,0.0005659449,0.0001908149,0.0005166084,0.00933543],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1336579,"threshold_uncertainty_score":0.7068591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4290674062967458,"score_gpt":0.5338699162542639,"score_spread":0.1048025099575182,"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."}}