{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005183779,0.0003544866,0.001323927,0.0004826156,0.0001444195,0.0000135896,0.0001283558,0.00009276601,0.0005732492],"category_scores_gemma":[0.001092666,0.0002771307,0.0001656112,0.001093617,0.0002801204,0.0001717838,0.0001451853,0.0002894644,0.00001950917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003808728,"about_ca_system_score_gemma":0.0009186305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007400224,"about_ca_topic_score_gemma":0.0002995954,"domain_scores_codex":[0.9970194,0.0002471202,0.0009969303,0.0006867179,0.0006919779,0.000357856],"domain_scores_gemma":[0.9966205,0.001176026,0.0001866384,0.0004499367,0.001349723,0.0002171612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00168567,0.001725691,0.9844829,0.0002779237,0.000264613,0.00004432409,0.002553307,0.00001693457,0.003720878,0.00006332293,0.00440516,0.0007592806],"study_design_scores_gemma":[0.003643101,0.003628565,0.9873234,0.0006275653,0.0001085557,0.000007798958,0.002556679,0.0000290326,0.001363896,0.00001048055,0.0005054513,0.0001954875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925389,0.00005930737,0.0002930078,0.001321349,0.0007337265,0.003132469,0.00003464396,0.00005655602,0.001830082],"genre_scores_gemma":[0.99654,0.000008687608,0.0002610459,0.001168252,0.0001385917,0.0003540154,0.0001949084,0.00002425333,0.001310243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004001145,"threshold_uncertainty_score":0.9999681,"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."}}