{"id":"W4294838322","doi":"10.2196/40352","title":"Personal Devices to Monitor Physical Activity and Nutritional Intake After Colorectal Cancer Surgery: Feasibility Study","year":2022,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perioperative; Usability; Activity tracker; Physical therapy; Population; System usability scale; Cohort; Observational study; Colorectal cancer; Physical activity; Surgery; Internal medicine; Cancer; Web usability; Environmental health","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":[0.0004971753,0.0003479717,0.0009241331,0.0002312517,0.0003570314,0.00002433241,0.00007884487,0.00004395751,0.002049397],"category_scores_gemma":[0.0001537335,0.0002722205,0.0001272839,0.0005449462,0.0002960452,0.000192759,0.0002066643,0.0005934781,0.000009263091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005497091,"about_ca_system_score_gemma":0.0002327975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002626457,"about_ca_topic_score_gemma":0.000306589,"domain_scores_codex":[0.9972883,0.0004085995,0.0002782483,0.0007805512,0.0008764647,0.0003677874],"domain_scores_gemma":[0.9986933,0.0004471609,0.00008364844,0.0002056386,0.000211408,0.0003588105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007208506,0.00375372,0.9158484,0.0001381028,0.0002095559,0.0003089401,0.02245885,0.000003977824,0.04208839,0.00000285775,0.001327589,0.006651082],"study_design_scores_gemma":[0.001763673,0.002260821,0.9855574,0.0001404927,0.0000885819,0.00008390156,0.006502163,0.0001617479,0.001818035,0.000002313868,0.001342328,0.0002785614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991213,0.000370406,0.00001088548,0.005141843,0.000537697,0.002372304,0.0001854105,0.00006500868,0.0001034816],"genre_scores_gemma":[0.9916928,0.00001190577,0.00003093018,0.001021247,0.001187904,0.005409877,0.00003255248,0.00003657604,0.0005761705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06970896,"threshold_uncertainty_score":0.999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03398045212170991,"score_gpt":0.3504673961855765,"score_spread":0.3164869440638666,"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."}}