{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007961931,0.0006637762,0.001438845,0.0001975615,0.0003707828,0.00007683272,0.0001845174,0.0000924078,0.003812123],"category_scores_gemma":[0.000563008,0.0004852802,0.0001722606,0.0007267512,0.0003602472,0.0002917268,0.0001102653,0.0006378295,0.000191231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004248886,"about_ca_system_score_gemma":0.0005344207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002744001,"about_ca_topic_score_gemma":0.0001091008,"domain_scores_codex":[0.9956942,0.0003226982,0.0008871109,0.001149852,0.001345107,0.0006010393],"domain_scores_gemma":[0.9977413,0.0002163281,0.0001674195,0.0004751959,0.0007970611,0.0006027058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003872584,0.001214831,0.9697911,0.0001970437,0.0005287777,0.0007917178,0.01563839,0.00004694878,0.004518657,0.00005989838,0.002620155,0.0007198818],"study_design_scores_gemma":[0.007426771,0.007299714,0.9526479,0.0002958522,0.0003291805,0.00001768837,0.00639915,0.002763417,0.0005265026,0.000001287443,0.02178882,0.0005036972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681171,0.0002882059,0.0008975746,0.01841892,0.0003187105,0.007187991,0.0000226975,0.0002927562,0.004455996],"genre_scores_gemma":[0.9829533,0.0000194396,0.0007027843,0.007680013,0.001693596,0.004017332,0.0001084395,0.00009614717,0.002728982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01916867,"threshold_uncertainty_score":0.9997599,"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."}}