{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01286599,0.0008842752,0.00037039,0.0008874928,0.0003413129,0.0009879735,0.0009294823,0.0006412544,0.002464495],"category_scores_gemma":[0.03286456,0.0004410973,0.0008122486,0.0004114194,0.0006669206,0.0009870577,0.001071713,0.0007655757,0.0004672167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008278653,"about_ca_system_score_gemma":0.001665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005048775,"about_ca_topic_score_gemma":0.001156307,"domain_scores_codex":[0.9940624,0.003843017,0.000575039,0.0003182431,0.001015931,0.000185367],"domain_scores_gemma":[0.9790192,0.01267807,0.0026059,0.001631233,0.003362379,0.0007032634],"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":[0.002798152,0.01056937,0.3028588,0.00521115,0.0003154307,0.001419756,0.02557123,0.009205225,0.05570245,0.00221234,0.01069684,0.5734393],"study_design_scores_gemma":[0.001864512,0.03726373,0.7476949,0.003130285,0.0008432682,0.003637439,0.01700622,0.0314245,0.07875878,0.00242357,0.07544802,0.0005048054],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579116,0.0002475048,0.03143167,0.0002302868,0.0000969976,0.005655169,0.0004622123,0.0003138709,0.003650736],"genre_scores_gemma":[0.7180256,0.0004912568,0.2707763,0.0002355388,0.00004600888,0.008135007,0.0007814423,0.00007621839,0.0014325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01286599,"threshold_uncertainty_score":0.0680427,"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."}}