{"id":"W4390923219","doi":"10.2196/50561","title":"Tumor Immunotherapy–Related Information on Internet-Based Videos Commonly Used by the Chinese Population: Content Quality Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chinese Pharmaceutical Association","keywords":"Misinformation; The Internet; Immunotherapy; Quality (philosophy); Computer science; Population; Medicine; Internet privacy; World Wide Web; Immunology; Immune system; Environmental health","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":[0.006548271,0.0002453938,0.0004428603,0.009605568,0.0004318136,0.0008244767,0.000355781,0.0002663836,0.001750562],"category_scores_gemma":[0.02645947,0.0001292191,0.0006073525,0.005154787,0.0004394306,0.0009513783,0.0007312633,0.00022964,0.0001305889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00171273,"about_ca_system_score_gemma":0.00159461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01299405,"about_ca_topic_score_gemma":0.01463343,"domain_scores_codex":[0.9972698,0.0007944125,0.000686351,0.0002270757,0.0008658679,0.0001564938],"domain_scores_gemma":[0.9773221,0.009122179,0.006910767,0.0006665827,0.005444386,0.0005339506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004004708,0.0001091905,0.9274886,0.002428684,0.00026381,0.0003549207,0.005424771,0.0001780887,0.001517695,0.0001853358,0.001708169,0.05994019],"study_design_scores_gemma":[0.00002396942,0.0001623968,0.9914038,0.0003915375,0.0002376041,0.0002432188,0.003120688,0.001169449,0.0007773698,0.0001034138,0.002337606,0.00002902873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884834,0.001067296,0.0009920459,0.0002458558,0.00001715467,0.001041037,0.00630885,0.00002465739,0.001819644],"genre_scores_gemma":[0.9916813,0.0007587206,0.002538383,0.00009171157,0.00003138591,0.0007525316,0.003780335,0.000008169751,0.0003574653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01299405,"threshold_uncertainty_score":0.03463095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337345463102622,"score_gpt":0.5545450775932876,"score_spread":0.4208105312830255,"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."}}