{"id":"W4317934216","doi":"10.3390/curroncol30020118","title":"Personalized Prehabilitation Improves Tolerance to Chemotherapy in Patients with Oesophageal Cancer","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prehabilitation; Medicine; Chemotherapy; Cohort; Cancer; Cohort study; Oncology; Internal medicine; Retrospective cohort study; Surgery; Physical therapy","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":[0.0003195985,0.0001326069,0.0002163191,0.0001573606,0.0001748107,0.0002438256,0.0001319819,0.000178033,0.0016574],"category_scores_gemma":[0.001754364,0.00004561085,0.000247298,0.0001893154,0.00009697364,0.00013364,0.0002647644,0.0002370835,0.0001007212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001610936,"about_ca_system_score_gemma":0.000200056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005451935,"about_ca_topic_score_gemma":0.001726108,"domain_scores_codex":[0.9998461,0.00006386704,0.00001351341,0.00001891976,0.00002199554,0.00003556655],"domain_scores_gemma":[0.9994854,0.0001449008,0.0001924986,0.00002289288,0.00002640791,0.000127785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.003622936,0.00372858,0.8082728,0.0003655715,0.0003422626,0.0001712311,0.000511759,0.0008871625,0.003273782,0.00003302013,0.001013156,0.1777778],"study_design_scores_gemma":[0.00007643017,0.005795856,0.9925612,0.00002688796,0.00007080193,0.0001593163,0.0001691749,0.0003042388,0.0003444147,0.00002734493,0.0004594026,0.000004946079],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999076,0.0004296898,0.000058191,0.00005796916,0.000006791836,0.00001445759,0.00002570081,0.00000387373,0.0003274569],"genre_scores_gemma":[0.9994517,0.0001898861,0.0001330171,0.00004149038,0.000009811972,0.00001774959,0.00005818906,7.060087e-7,0.00009744759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0016574,"threshold_uncertainty_score":0.005544543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04052567066523009,"score_gpt":0.3863602705934448,"score_spread":0.3458345999282147,"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."}}