{"id":"W4213070033","doi":"10.1111/nmo.14331","title":"Standardized system and App for continuous patient symptom logging in gastroduodenal disorders: Design, implementation, and validation","year":2022,"lang":"en","type":"article","venue":"Neurogastroenterology & Motility","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Health Research Council of New Zealand","keywords":"Logging; Gastroduodenal ulcer; Medicine; Computer science; Internal medicine; Forestry; Geography","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":[0.0006654665,0.0002012961,0.0004185989,0.0001564932,0.0002268799,0.00002355948,0.00006542796,0.00003009639,0.00002820805],"category_scores_gemma":[0.00008987063,0.0002178979,0.00006772084,0.00008466445,0.0001416581,0.0000955424,0.0001448689,0.0002555409,2.855246e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001294851,"about_ca_system_score_gemma":0.00004236359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007500986,"about_ca_topic_score_gemma":0.00007049916,"domain_scores_codex":[0.99779,0.0004943885,0.000480387,0.0005765046,0.0002177319,0.000441014],"domain_scores_gemma":[0.9992894,0.0001500898,0.0001614056,0.000205448,0.00006748114,0.0001261572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001134598,0.0002415961,0.9936264,0.0001684692,0.00002891165,0.00001436949,0.0003386148,0.0002890349,0.0007071858,0.00003312051,0.0001069858,0.003310696],"study_design_scores_gemma":[0.0096161,0.00645066,0.9736626,0.00002990864,0.0001184592,0.0004396009,0.006482046,0.002649013,0.0001415502,0.0001779482,0.0001882858,0.00004381634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652147,0.00005069746,0.03145089,0.001294294,0.000116823,0.001667165,0.0001180313,0.00007760306,0.000009760747],"genre_scores_gemma":[0.9966391,0.000005482863,0.002552904,0.0003729625,0.00001618767,0.0003037998,0.00008774452,0.00001898897,0.000002773389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03142442,"threshold_uncertainty_score":0.8885619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0117811017084503,"score_gpt":0.2609618376388758,"score_spread":0.2491807359304255,"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."}}