{"id":"W4292730824","doi":"10.14740/gr1508","title":"Flood Syndrome","year":2022,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ascites; Complication; Cirrhosis; Umbilical hernia; Treatment modality; Ascitic fluid; Surgery; Flood myth; General surgery; Intensive care medicine; Hernia; Gastroenterology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004969974,0.00004928301,0.0001105551,0.0002289273,0.000241611,0.000005527103,0.0001041878,0.00001792464,0.001656211],"category_scores_gemma":[0.000003246721,0.00004848347,0.00004760572,0.0001579103,0.000087456,0.00003089747,0.0001035874,0.000472642,0.0001413662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000591256,"about_ca_system_score_gemma":0.00006510393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002496779,"about_ca_topic_score_gemma":0.000005393719,"domain_scores_codex":[0.9985548,0.0003204688,0.00009691233,0.0001931914,0.0004514921,0.0003831539],"domain_scores_gemma":[0.9995976,0.00003290671,0.00001075608,0.000181097,0.00005517096,0.0001224656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001972522,0.0002903248,0.9924192,0.00004372642,0.0001937532,0.002162485,0.0002065484,0.00001043185,0.001351238,0.0001696431,0.001100919,0.00007917905],"study_design_scores_gemma":[0.002221335,0.002294059,0.9905895,0.000006595157,0.00008132365,0.003528027,0.0003403795,0.00005366331,0.00006729465,0.0001685298,0.0006218859,0.00002739076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965038,0.00005987599,0.00002869173,0.001542731,0.00006727685,0.0002385701,0.00003118939,0.00003247602,0.001495361],"genre_scores_gemma":[0.998466,0.00001476064,0.00004975931,0.0005314465,0.00002782318,0.0001394948,0.0001019057,0.0000101534,0.0006586935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002003734,"threshold_uncertainty_score":0.9992564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06039117104049779,"score_gpt":0.3620708872332558,"score_spread":0.301679716192758,"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."}}