{"id":"W4200580141","doi":"10.20524/aog.2021.0659","title":"Authors’ reply","year":2021,"lang":"en","type":"article","venue":"Annals of Gastroenterology","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Adler","funders":"","keywords":"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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008366721,0.0000955518,0.000390416,0.00005788293,0.0001420467,0.000001301296,0.0001135695,0.0001783603,0.0006134498],"category_scores_gemma":[0.0001765068,0.00008767009,0.00009228494,0.00006850182,0.00004989825,0.00003772671,0.0001071735,0.0004387107,0.0001209678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000988719,"about_ca_system_score_gemma":0.0001640797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002130311,"about_ca_topic_score_gemma":0.0009895698,"domain_scores_codex":[0.9971772,0.001231675,0.0006401369,0.0002425095,0.0001272712,0.0005812405],"domain_scores_gemma":[0.9985223,0.0001356713,0.0002505671,0.0003962259,0.0005359338,0.0001593141],"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":[0.0006400298,0.0002532608,0.7069303,0.001110659,0.0001895352,0.0001618391,0.005969405,0.000002591654,0.001456964,0.009946075,0.2682555,0.005083823],"study_design_scores_gemma":[0.001188287,0.001684544,0.362984,0.0004399719,0.00001413849,0.00005560619,0.008834534,0.00001372885,0.0005727076,0.001933245,0.6221517,0.0001275221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.886152,0.0005323655,0.0001653091,0.1045914,0.001073151,0.0001575901,0.00002571798,0.00004329459,0.007259175],"genre_scores_gemma":[0.9751007,0.0004290423,0.000196353,0.02144439,0.0003826116,0.0000332922,0.00001328609,0.0000154597,0.002384892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3538962,"threshold_uncertainty_score":0.6716845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2527543945135854,"score_gpt":0.4978706927668893,"score_spread":0.2451162982533039,"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."}}