{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003730306,0.000460375,0.0003806473,0.0008478768,0.0006581963,0.0006746771,0.0003797968,0.000642808,0.002568375],"category_scores_gemma":[0.006800793,0.0004920714,0.0009708252,0.0004513806,0.0003558149,0.001061787,0.0009031465,0.0007086181,0.0006985918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003543119,"about_ca_system_score_gemma":0.001179175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002396447,"about_ca_topic_score_gemma":0.004743892,"domain_scores_codex":[0.9979755,0.0007974903,0.0002292319,0.0001879929,0.0005299441,0.0002797885],"domain_scores_gemma":[0.995212,0.001400971,0.001346494,0.0002593175,0.001165733,0.0006154541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002352166,0.007832062,0.9614961,0.0003429488,0.0001578691,0.0003521985,0.002249128,0.00007110759,0.001484055,0.0000537161,0.0003781489,0.02323045],"study_design_scores_gemma":[0.0005681693,0.03727926,0.9539434,0.0001326128,0.0001903131,0.0009856791,0.003737477,0.0004964291,0.0005102699,0.0000405779,0.002074726,0.00004116682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997987,0.0001248475,0.0003176169,0.00005624812,0.000009074376,0.0008003353,0.0001622922,0.000004447456,0.0005381259],"genre_scores_gemma":[0.9954406,0.0003164788,0.001850994,0.0001498236,0.00003156251,0.001328911,0.0002731199,0.000004291914,0.0006042746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003730306,"threshold_uncertainty_score":0.019728,"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."}}