{"id":"W4403522567","doi":"10.2196/57720","title":"Oral Diabetes Medication Videos on Douyin: Analysis of Information Quality and User Comment Attitudes","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Southwest Medical University","keywords":"Medicine; Diabetes mellitus; Quality (philosophy); Health information; Content analysis; Python (programming language); Family medicine; Health care; Computer science","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":[0.003783493,0.0002489214,0.0003123278,0.001720239,0.0003649714,0.0007472802,0.0001908892,0.0003113339,0.001979458],"category_scores_gemma":[0.02316085,0.0001111858,0.000489707,0.0008369624,0.0003749239,0.0009158799,0.001010921,0.0004491525,0.000271783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006668205,"about_ca_system_score_gemma":0.0002929287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00266837,"about_ca_topic_score_gemma":0.003145815,"domain_scores_codex":[0.9977054,0.0009452305,0.0003129412,0.0001995952,0.0006577517,0.0001791668],"domain_scores_gemma":[0.9745945,0.01401732,0.006136466,0.0004505718,0.003801858,0.000999234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001435639,0.0002963461,0.9159423,0.000715676,0.0001498551,0.0002273361,0.02686319,0.000113567,0.004064632,0.0001086435,0.001585305,0.04849754],"study_design_scores_gemma":[0.00002843814,0.0004352858,0.9843613,0.0001105258,0.00007300292,0.0001680761,0.01116298,0.001074746,0.001085291,0.00006160609,0.001398934,0.0000397708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977695,0.0001022595,0.0002841621,0.0000766816,0.000008288439,0.0001150293,0.0005679848,0.00001383543,0.001062253],"genre_scores_gemma":[0.9973702,0.0001251858,0.0007864796,0.00007894438,0.00002471594,0.0002634098,0.0007844478,0.000009076824,0.0005573302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003783493,"threshold_uncertainty_score":0.02000928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2032561213431858,"score_gpt":0.6137831080562348,"score_spread":0.410526986713049,"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."}}