{"id":"W4385953060","doi":"10.1101/2023.08.14.23294049","title":"DESIGNING, DEVELOPING AND VALIDATING A SET OF STANDARDIZED PEDIATRIC PICTOGRAMS TO SUPPORT PEDIATRIC-REPORTED GASTRODUODENAL SYMPTOMS","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Infant Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pictogram; Medicine; Comprehension; Set (abstract data type); Physical therapy; Psychology; Computer science","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":[0.006656847,0.00062582,0.001374687,0.0009578994,0.0007558952,0.00004523508,0.0004117944,0.0006889375,0.0001657487],"category_scores_gemma":[0.002419392,0.0005967442,0.0001567654,0.0009528491,0.00004155744,0.00008339875,0.001868378,0.001774273,0.0001565658],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003652089,"about_ca_system_score_gemma":0.006641642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003123649,"about_ca_topic_score_gemma":0.00009807907,"domain_scores_codex":[0.9922603,0.0007808158,0.003044189,0.001189384,0.001141644,0.001583603],"domain_scores_gemma":[0.9946141,0.0009714158,0.001923764,0.000786913,0.0009685571,0.0007352615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001381921,0.00001439526,0.9833109,0.004746452,0.00008202952,0.00009397287,0.006438392,0.00005159101,0.00005476227,0.00003711137,0.004472212,0.000560014],"study_design_scores_gemma":[0.003477767,0.0004775602,0.9818174,0.001650673,0.0006738419,0.00003265276,0.002052308,0.00008219222,0.0006638044,0.0009538458,0.006329604,0.00178838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600483,0.0001119175,0.03215421,0.0006305583,0.002950717,0.002978497,0.0002971107,0.0004569859,0.0003716637],"genre_scores_gemma":[0.8721993,0.001344112,0.1170916,0.001180182,0.004095224,0.001759509,0.0008637153,0.0003362237,0.001130181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08784907,"threshold_uncertainty_score":0.9996484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1247606038756439,"score_gpt":0.4237424749454199,"score_spread":0.298981871069776,"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."}}