{"id":"W4200407787","doi":"10.1177/22925503211064382","title":"Entering the Misinformation Age: Quality and Reliability of YouTube for Patient Information on Liposuction","year":2021,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Misinformation; Reliability (semiconductor); Liposuction; Quality (philosophy); Medicine; Psychology; Computer science; Surgery; Computer security; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01186527,0.0002884557,0.0004233099,0.00348024,0.0004590816,0.001662529,0.0005199696,0.0005898409,0.00202194],"category_scores_gemma":[0.1468944,0.0002071731,0.0005407373,0.001590796,0.0006628689,0.002377228,0.001749328,0.0004544799,0.0004633874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008244361,"about_ca_system_score_gemma":0.0006934914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004686744,"about_ca_topic_score_gemma":0.005238591,"domain_scores_codex":[0.9901216,0.003784954,0.001666349,0.0005574261,0.003500529,0.0003691387],"domain_scores_gemma":[0.8689165,0.07247163,0.02979575,0.003234245,0.02391944,0.001662425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005049838,0.00005872052,0.9515244,0.0004911766,0.0001513471,0.0001651573,0.005049577,0.0001140778,0.0003862358,0.0001093061,0.002032342,0.03941262],"study_design_scores_gemma":[0.00002131708,0.0003149612,0.9850626,0.0005373403,0.0001418532,0.0005316383,0.007292623,0.002181662,0.0008115171,0.0001796506,0.002872486,0.00005222574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901148,0.001788846,0.001000485,0.0009224435,0.000119345,0.0002186376,0.001332594,0.00004733933,0.004455603],"genre_scores_gemma":[0.9975406,0.0005490979,0.000595342,0.0001377278,0.00006494363,0.00007132771,0.0006607368,0.00001404521,0.0003661177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01186527,"threshold_uncertainty_score":0.06275034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076718811031711,"score_gpt":0.3688089979811555,"score_spread":0.2611371168779844,"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."}}