{"id":"W4306793133","doi":"10.2196/39759","title":"Long-term Follow-up of Patients With Hernia Using the Hernia-Specific Quality-of-Life Mobile App: Feasibility Questionnaire Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Hernia Society; Taiwan Clinical Oncology Research Foundation; Cathay General Hospital","keywords":"Term (time); Quality of life (healthcare); Medicine; Hernia; Mobile apps; General surgery; Computer science; Nursing; World Wide Web","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":[0.00230125,0.0002874027,0.0005647767,0.0009895015,0.0007942221,0.000692944,0.0003401307,0.0007547073,0.001707645],"category_scores_gemma":[0.006618807,0.0002911923,0.001414075,0.0007171995,0.0002842135,0.0009699345,0.0008018084,0.001045043,0.0004947947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004274996,"about_ca_system_score_gemma":0.0005840298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001990322,"about_ca_topic_score_gemma":0.003153173,"domain_scores_codex":[0.9989311,0.0003051704,0.0001803122,0.0001448955,0.000236294,0.0002022088],"domain_scores_gemma":[0.9952797,0.0007928381,0.002007162,0.0002315785,0.0008988185,0.0007899154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002884031,0.0006702365,0.9948421,0.00004702636,0.00007357925,0.0001272435,0.0005328538,0.00002742822,0.0001464786,0.000009216305,0.0001405488,0.003095019],"study_design_scores_gemma":[0.00002844139,0.002045947,0.9959227,0.0000214821,0.0000701945,0.0002755246,0.001114421,0.0001274599,0.00006311287,0.00001007664,0.0003053638,0.00001535728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989558,0.0001390419,0.00009626691,0.00006694766,0.000009444018,0.0001118848,0.0003224859,0.000002316346,0.0002958476],"genre_scores_gemma":[0.9986541,0.0001119638,0.0002224066,0.0000905694,0.00001612001,0.0001980689,0.0004472533,0.000001997684,0.0002575062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00230125,"threshold_uncertainty_score":0.01217031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1225867515491374,"score_gpt":0.4420981903290883,"score_spread":0.3195114387799509,"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."}}