{"id":"W4379796957","doi":"10.22541/au.168615010.07606464/v1","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; Political science; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00406582,0.0003522011,0.0005818644,0.0003525593,0.0009361313,0.00004164053,0.0007731155,0.0007353554,0.001619727],"category_scores_gemma":[0.0005276818,0.0003280577,0.00007422184,0.0002763045,0.00003886429,0.0001697104,0.002436003,0.001477791,0.006126689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002444618,"about_ca_system_score_gemma":0.0008270784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02913415,"about_ca_topic_score_gemma":0.01456835,"domain_scores_codex":[0.9952878,0.001386489,0.001664889,0.0005535514,0.000353496,0.0007538136],"domain_scores_gemma":[0.9953862,0.001186578,0.0008496953,0.001494434,0.0008912682,0.0001917774],"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":[0.00004750239,0.00009209172,0.00147804,0.01031664,0.0001751303,0.000002550707,0.01234568,0.001966662,0.00004348959,0.04733379,0.91962,0.006578415],"study_design_scores_gemma":[0.001400026,0.00004562981,0.003465897,0.001687096,0.000122591,2.008184e-7,0.01666694,0.03268561,0.00002625987,0.04083389,0.902384,0.0006818725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04011332,0.01767731,0.001470291,0.3871806,0.005572369,0.0103012,0.0003457573,0.003588825,0.5337504],"genre_scores_gemma":[0.06421858,0.2416653,0.04280628,0.06072715,0.005352094,0.007441767,0.01765827,0.0005178804,0.5596126],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3264534,"threshold_uncertainty_score":0.9999171,"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."}}