{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04986892,0.00132201,0.00784539,0.01913672,0.001131192,0.003570085,0.002327929,0.001395578,0.004990493],"category_scores_gemma":[0.2272203,0.0008784726,0.007633102,0.01340471,0.001653734,0.004923646,0.003680304,0.001123144,0.000484601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007688746,"about_ca_system_score_gemma":0.01794527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01950701,"about_ca_topic_score_gemma":0.05689375,"domain_scores_codex":[0.9555413,0.01802323,0.01670385,0.001719967,0.007243706,0.0007678768],"domain_scores_gemma":[0.7888631,0.1385424,0.03729827,0.003154533,0.02997598,0.002165749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.002222654,0.00007860057,0.01112201,0.8640262,0.0117588,0.0001531505,0.001859089,0.0001618162,0.0002566588,0.0002491402,0.003847915,0.1042639],"study_design_scores_gemma":[0.001941564,0.001518204,0.03280776,0.8902657,0.05277126,0.000356379,0.002630934,0.0005532296,0.0004942815,0.0004578184,0.01602936,0.0001735318],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0598591,0.8633878,0.002909947,0.003497632,0.0008626613,0.03656803,0.02684089,0.0002334733,0.00584053],"genre_scores_gemma":[0.3564206,0.5575733,0.01472412,0.003117717,0.0003931558,0.0532478,0.01318031,0.00014258,0.001200452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04986892,"threshold_uncertainty_score":0.2637352,"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."}}