{"id":"W4407932886","doi":"10.2196/67425","title":"Feasibility of a Comprehensive eCoach to Support Patients Undergoing Colorectal Surgery: Longitudinal Observational Study","year":2025,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prehabilitation; Medicine; Colorectal surgery; Perioperative; Usability; Colorectal cancer; Patient satisfaction; Observational study; General surgery; Surgery; Physical therapy; Internal medicine; Abdominal surgery; Cancer","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":[0.004404339,0.0003086198,0.0005461768,0.0007651151,0.0008739412,0.001135754,0.0005790237,0.0008245607,0.00153834],"category_scores_gemma":[0.009797596,0.0005516328,0.0009010221,0.001062694,0.0004176196,0.001246362,0.000946272,0.001314192,0.0003627553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007552948,"about_ca_system_score_gemma":0.001338473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004709479,"about_ca_topic_score_gemma":0.007631983,"domain_scores_codex":[0.997779,0.0008609442,0.0003347568,0.0003021669,0.0003969047,0.0003263467],"domain_scores_gemma":[0.9929122,0.001733539,0.002961825,0.0004629408,0.0007448346,0.00118454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002126788,0.0007059277,0.9968199,0.00003621815,0.00004883935,0.00005659296,0.0005790885,0.00002036306,0.0001023284,0.000008572247,0.00009675587,0.001312869],"study_design_scores_gemma":[0.00007602765,0.002746186,0.9936439,0.00003989577,0.00006591849,0.000155405,0.002486386,0.0003673804,0.00006188088,0.00001648009,0.0003228894,0.00001759393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995106,0.00007483724,0.00006193195,0.00003322089,0.000003611213,0.00008250158,0.0001150369,0.000001362095,0.000116888],"genre_scores_gemma":[0.9992139,0.00008324407,0.0001825388,0.00008002283,0.000007683367,0.0001392671,0.000202448,0.000001957528,0.00008884233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004709479,"threshold_uncertainty_score":0.02329266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1361070472489862,"score_gpt":0.3958494238811076,"score_spread":0.2597423766321214,"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."}}