{"id":"W3201305387","doi":"10.1101/2021.09.06.21263001","title":"A standardized system and App for continuous patient symptom logging in gastroduodenal disorders: design, implementation, and validation","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Health Research Council of New Zealand; Royal Australasian College of Surgeons","keywords":"Convergent validity; Nausea; Face validity; Gastroparesis; Concurrent validity; Content validity; Vomiting; Medicine; Psychology; Clinical psychology; Psychiatry; Internal medicine; Psychometrics; Gastric emptying; Stomach","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006943189,0.0002634238,0.0005949106,0.000170753,0.00007483552,0.00010469,0.00005074105,0.00009866893,0.0000126267],"category_scores_gemma":[0.0002286949,0.0002605895,0.00008272643,0.00007886343,0.00006953236,0.00006839854,0.0001494041,0.0002482226,3.025106e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199581,"about_ca_system_score_gemma":0.0001793906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00015685,"about_ca_topic_score_gemma":0.0001359286,"domain_scores_codex":[0.9981188,0.0001874682,0.000544903,0.0006014067,0.0002492056,0.0002982706],"domain_scores_gemma":[0.9990635,0.0001839226,0.0002166731,0.0002360932,0.0001751421,0.0001246965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009704677,0.0001758009,0.9764633,0.004400577,0.000133981,0.00003550193,0.002466272,0.0003932021,0.001344239,0.00009790302,0.00007758623,0.01344112],"study_design_scores_gemma":[0.02703025,0.003264845,0.8358619,0.009413369,0.001311619,0.000521675,0.1019603,0.01244404,0.004811058,0.001785755,0.0003870461,0.001208167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8382481,0.0005846773,0.1584995,0.0004811564,0.0001119542,0.001942953,0.00004899166,0.00005849704,0.00002414516],"genre_scores_gemma":[0.9824197,0.00006482399,0.01681957,0.0000476948,0.0000393873,0.0003256948,0.0002478955,0.00002875052,0.000006490691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1441716,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01860006288933056,"score_gpt":0.2846006889607918,"score_spread":0.2660006260714612,"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."}}