{"id":"W4408184303","doi":"10.2196/66634","title":"Identifying Strategies for Home Management of Ostomy Care: Content Analysis of YouTube","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Stoma care and complications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of General Medical Sciences","keywords":"Inclusion (mineral); Enterostomy; Medicine; Social media; Health care; Colostomy; Inclusion and exclusion criteria; Nursing; Psychology; World Wide Web; Computer science; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.00003725799,0.00009201511,0.0003515129,0.0005217847,0.00005955632,0.00001445249,0.0001160874,0.00003808505,0.00004485186],"category_scores_gemma":[0.000003138582,0.00007963658,0.0003056972,0.0006069639,0.00005019387,0.00004726453,0.00003986844,0.00004135502,6.741029e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006036773,"about_ca_system_score_gemma":0.0000335014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009828612,"about_ca_topic_score_gemma":0.00005986567,"domain_scores_codex":[0.999248,0.000008208382,0.0003082511,0.0001660616,0.0001608232,0.0001086459],"domain_scores_gemma":[0.9992154,0.00003402503,0.0001110405,0.0003455117,0.0002639611,0.00003007987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002077926,0.0007282972,0.5312532,0.005616991,0.01992731,0.000007882149,0.01890908,0.00005802044,0.04471648,0.3690734,0.002288948,0.007212599],"study_design_scores_gemma":[0.0006406637,0.00009955389,0.9506957,0.0001376784,0.002740975,8.967611e-8,0.0410946,0.000009161183,0.003420418,0.0004741171,0.0006140188,0.00007305064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915233,0.0002481563,0.001723661,0.0000388333,0.00005773736,0.0006041881,0.00005267154,0.00003047298,0.005720949],"genre_scores_gemma":[0.9987158,0.000006391797,0.0001472448,0.00002780811,0.000007505248,0.0001211372,0.0001849114,0.000006403493,0.0007828689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4194425,"threshold_uncertainty_score":0.3247485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1083432389362176,"score_gpt":0.3920445237769557,"score_spread":0.2837012848407381,"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."}}