{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003371115,0.0002755362,0.0003539743,0.007399563,0.0007825147,0.001320254,0.0003873358,0.0003787536,0.001190557],"category_scores_gemma":[0.02130962,0.0001171035,0.0003105815,0.005464808,0.000632292,0.001669815,0.001551707,0.0003090518,0.0002295866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001601275,"about_ca_system_score_gemma":0.001351739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01149739,"about_ca_topic_score_gemma":0.01988441,"domain_scores_codex":[0.9985111,0.0006255122,0.0002382515,0.0001535806,0.0003345963,0.0001368838],"domain_scores_gemma":[0.9854972,0.009508313,0.001750555,0.00025486,0.00276705,0.0002220746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005627718,0.0001778935,0.3435091,0.009935074,0.0001701917,0.002504281,0.4063784,0.000476905,0.009168243,0.001934721,0.01574261,0.2094399],"study_design_scores_gemma":[0.00002541766,0.0001924496,0.6149425,0.004063972,0.0001578523,0.0009338204,0.3231908,0.004457839,0.003066211,0.0007668376,0.04810257,0.00009977788],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808754,0.001504018,0.002700181,0.0005021743,0.00005010001,0.001385305,0.007775191,0.00005789129,0.005149776],"genre_scores_gemma":[0.974084,0.00226198,0.01066526,0.0002322197,0.00004647473,0.002456098,0.007902188,0.00006703936,0.002284762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01149739,"threshold_uncertainty_score":0.02286088,"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."}}