{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02649252,0.0009039405,0.0004786761,0.001087051,0.0006308312,0.001361836,0.001767362,0.0009688026,0.003245319],"category_scores_gemma":[0.02970089,0.0005866199,0.0008884303,0.0004737624,0.001326518,0.001315966,0.001822771,0.0008354186,0.001062678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169482,"about_ca_system_score_gemma":0.003867508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001772459,"about_ca_topic_score_gemma":0.002144468,"domain_scores_codex":[0.9872444,0.007414306,0.001762203,0.0009521901,0.002018704,0.0006082476],"domain_scores_gemma":[0.9783449,0.009651718,0.001179387,0.002099588,0.007910077,0.0008143955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008861471,0.03537597,0.1728079,0.006139043,0.000672299,0.001357635,0.01879844,0.006340819,0.06109255,0.00358716,0.01310883,0.6718578],"study_design_scores_gemma":[0.01308587,0.1765335,0.468574,0.004430986,0.002507679,0.003384334,0.02016381,0.06422228,0.1544588,0.003538279,0.08811969,0.0009807943],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.817928,0.0002516338,0.09668767,0.0003712875,0.0001830179,0.07856594,0.001152857,0.001932778,0.002926856],"genre_scores_gemma":[0.601109,0.0004517689,0.3107752,0.0004901148,0.00008133965,0.08202547,0.002007513,0.000243344,0.002816227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02649252,"threshold_uncertainty_score":0.1401075,"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."}}