{"id":"W4381480929","doi":"10.2196/preprints.49521","title":"Caregiver needs and perception of data sharing for research through mHealth in pediatric asthma: a cross-sectional survey (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asthma; mHealth; Likert scale; Medicine; Descriptive statistics; Family medicine; Cross-sectional study; Medical education; Psychology; Nursing; Psychological intervention; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","open_science"],"domain":"reproducibility","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02791445,0.0003187385,0.000763604,0.001101891,0.001192874,0.00004339578,0.001579709,0.001188973,0.0002454597],"category_scores_gemma":[0.002270825,0.0003273767,0.00007399022,0.001272241,0.0001791356,0.000270779,0.006022697,0.003569098,0.000136722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008261636,"about_ca_system_score_gemma":0.004730131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06000776,"about_ca_topic_score_gemma":0.03073765,"domain_scores_codex":[0.9917313,0.001405738,0.002422814,0.002222185,0.0007470145,0.001470909],"domain_scores_gemma":[0.9895626,0.005145242,0.0007421586,0.002622633,0.001489436,0.0004378996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002407765,0.00009908699,0.9725444,0.01135991,0.000009844689,3.580414e-7,0.00232471,0.0001079247,0.000002208953,0.003338012,0.008804583,0.001168125],"study_design_scores_gemma":[0.001152743,0.00007225965,0.981536,0.0002102036,0.000007444048,7.680983e-7,0.001811753,0.002776926,1.854037e-7,0.007829817,0.004405032,0.0001968164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632019,0.0006186675,0.008781082,0.001411323,0.001545637,0.01842987,0.003996683,0.0002385906,0.001776287],"genre_scores_gemma":[0.9449012,0.01406376,0.006206463,0.0003174733,0.001498252,0.02269224,0.006993792,0.0001436868,0.003183154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02927011,"threshold_uncertainty_score":0.9999178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5963285604469837,"score_gpt":0.6088969951805573,"score_spread":0.01256843473357361,"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."}}