{"id":"W4224314502","doi":"10.2196/30156","title":"Content Quality of YouTube Videos About Gestational Diabetes: Systematic Evaluation","year":2022,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Child Health and Human Development; Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Gestational diabetes; Medicine; The Internet; Pregnancy; Metric (unit); Gestation; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01506021,0.0001814984,0.0006620192,0.0001936852,0.001058396,0.00001751209,0.0003183704,0.0001003189,0.004138913],"category_scores_gemma":[0.003021315,0.0001484296,0.0001417466,0.0004032058,0.00006590964,0.0007942313,0.0001886391,0.0005622944,0.0001406762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005691021,"about_ca_system_score_gemma":0.0006530915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000543549,"about_ca_topic_score_gemma":0.000008871993,"domain_scores_codex":[0.9892062,0.005185767,0.003459486,0.0002757979,0.001331848,0.0005409333],"domain_scores_gemma":[0.9933771,0.002628254,0.002080199,0.000552792,0.001209113,0.0001525041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003814093,0.0002499736,0.9259749,0.05427095,0.00006286649,5.161305e-8,0.01199346,0.0001216415,0.0005128445,0.003101598,0.002401724,0.00127182],"study_design_scores_gemma":[0.001844594,0.000154904,0.9563376,0.002215298,0.00005510021,5.923417e-8,0.01054234,0.02509558,0.0001190279,0.001456166,0.001904262,0.0002751172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902564,0.0004688296,0.00005974628,0.0004890176,0.0007632605,0.005157508,0.0004391294,0.00009325478,0.002272885],"genre_scores_gemma":[0.9859936,0.000003240353,0.0002090948,0.0037732,0.00008428298,0.009095011,0.0004493796,0.00001625619,0.0003759762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05205565,"threshold_uncertainty_score":0.9967715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1849407842583853,"score_gpt":0.4880187241842622,"score_spread":0.3030779399258768,"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."}}