{"id":"W3088471163","doi":"10.2196/15672","title":"Perioperative Tablet-Based Telemonitoring After Abdominal Wall Hernia Surgery: Pilot Prospective Observational Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Hernia repair and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Basel","keywords":"Medicine; Perioperative; Abdominal surgery; Surgery; Inguinal hernia; Observational study; Hernia; Adverse effect; Umbilical hernia; Cohort; General surgery; Internal medicine","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":[0.001125822,0.0005025465,0.0007318175,0.0006769387,0.0005518348,0.0007665342,0.000499882,0.0007153391,0.002154514],"category_scores_gemma":[0.002188612,0.0005279178,0.0007330893,0.001078516,0.0004144368,0.0009158141,0.0007527974,0.0009047639,0.0004560135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002986723,"about_ca_system_score_gemma":0.0006028725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001769676,"about_ca_topic_score_gemma":0.001834463,"domain_scores_codex":[0.9990639,0.000268485,0.0001198689,0.0002412015,0.0001476798,0.0001589247],"domain_scores_gemma":[0.9981104,0.0003834052,0.0007684033,0.0002266295,0.0001547083,0.00035649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001646552,0.0008741971,0.9946672,0.00006059807,0.0001158303,0.0002371142,0.0002543799,0.00002894025,0.0003301796,0.00001613529,0.0001072738,0.001661661],"study_design_scores_gemma":[0.000200091,0.004910973,0.9928234,0.00002646588,0.0001262545,0.0004839134,0.00080591,0.0002439234,0.00007189652,0.00002075062,0.0002674418,0.00001898421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993165,0.0001378968,0.00009607498,0.00001185791,0.000006165848,0.00009186268,0.0002115506,0.000001865888,0.0001262194],"genre_scores_gemma":[0.9988974,0.000176101,0.000201214,0.00004500725,0.00002373815,0.0001479488,0.0003975452,0.000002487152,0.0001085551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002154514,"threshold_uncertainty_score":0.007207513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06791581985473485,"score_gpt":0.3258474652774295,"score_spread":0.2579316454226946,"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."}}