{"id":"W4384787838","doi":"10.2139/ssrn.4425865","title":"An Initial Phenotype Set for the Assessment of Gastroduodenal Disorders with Gastric Alimetry®","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Helicobacter pylori-related gastroenterology studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Phenotype; Gastroenterology; Medicine; Gastroduodenal ulcer; Internal medicine; Set (abstract data type); Biology; Computer science; Genetics; Peptic ulcer; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001536663,0.001042194,0.0009028749,0.002811491,0.001113118,0.001168219,0.0007847377,0.0009882142,0.01213678],"category_scores_gemma":[0.005943368,0.0002631124,0.001215075,0.0009296944,0.0003923296,0.0006553071,0.00203507,0.00111075,0.005173417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006682147,"about_ca_system_score_gemma":0.001534602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003054664,"about_ca_topic_score_gemma":0.005187918,"domain_scores_codex":[0.9990012,0.0002222832,0.0002117828,0.0001508629,0.0002613,0.0001526174],"domain_scores_gemma":[0.9971905,0.0004702281,0.0002851637,0.0003761226,0.001363561,0.0003143089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002800029,0.001303126,0.7078637,0.001457474,0.0002723653,0.007739282,0.002801026,0.001248684,0.03664559,0.003493368,0.06880708,0.1655682],"study_design_scores_gemma":[0.0002976449,0.001360983,0.8751931,0.0009328693,0.0002953424,0.01084102,0.001752632,0.002033519,0.008756525,0.003031327,0.09539291,0.0001121665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8152021,0.0008031885,0.02519156,0.003053755,0.0003609065,0.00674364,0.1094429,0.0008257388,0.03837629],"genre_scores_gemma":[0.7140193,0.000960102,0.1040238,0.002139621,0.0002257858,0.01314522,0.1449969,0.0006792785,0.01981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01213678,"threshold_uncertainty_score":0.04060161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551402414249812,"score_gpt":0.3195058277902684,"score_spread":0.3039918036477703,"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."}}