{"id":"W4391338122","doi":"10.22541/au.170665118.86271153/v1","title":"Quality Evaluation of Clinical Practice Guidelines and the Recommendations for Esophageal Cancer","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Checklist; Medicine; Quality assurance; Family medicine; Esophageal cancer; Quality (philosophy); China; MEDLINE; Clinical Practice; Inclusion (mineral); Medical physics; Cancer; Psychology; Pathology; External quality assessment; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3870184,0.001382868,0.004775079,0.02471258,0.003199688,0.008735431,0.00493736,0.003894573,0.002789011],"category_scores_gemma":[0.707818,0.001518319,0.006625924,0.02254311,0.004664635,0.007910812,0.005326248,0.003966872,0.000610008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01411365,"about_ca_system_score_gemma":0.06080365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01461101,"about_ca_topic_score_gemma":0.01601952,"domain_scores_codex":[0.3869147,0.2627794,0.2233633,0.01097154,0.1128645,0.003106519],"domain_scores_gemma":[0.1599127,0.4314525,0.1605277,0.02456614,0.2168656,0.006675374],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006753767,0.0003600494,0.1298596,0.2864198,0.006958864,0.0003986121,0.01549801,0.001268997,0.00105055,0.0083986,0.07086461,0.4782468],"study_design_scores_gemma":[0.001612557,0.001221564,0.1779171,0.528469,0.01396357,0.001818305,0.016915,0.005587001,0.003475663,0.02152204,0.2265347,0.0009634208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1092669,0.4869618,0.1088044,0.1547126,0.01177578,0.06568638,0.02176977,0.001597257,0.03942511],"genre_scores_gemma":[0.5363297,0.1045855,0.2830026,0.0159974,0.001670029,0.04630855,0.01008561,0.000355062,0.001665442],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6129816,"threshold_uncertainty_score":0.7559154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8109221837441396,"score_gpt":0.7342188301498316,"score_spread":0.07670335359430802,"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."}}