{"id":"W4386905524","doi":"10.14740/wjon1580","title":"Improving Value in Colorectal Cancer Care: An Economic Analysis of Enhanced Recovery Protocols at a Community Hospital","year":2023,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nova Southeastern University","keywords":"Medicine; Protocol (science); Health care; Colorectal cancer; Emergency medicine; Cancer; Internal medicine; Alternative medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001401422,0.0001785571,0.001345831,0.001885592,0.00007092534,0.00001018125,0.0002446414,0.0001501456,0.0001950186],"category_scores_gemma":[0.0002148325,0.0001664844,0.000430946,0.00134625,0.0001241498,0.0002575945,0.0001404378,0.0007836057,0.000007689401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002650039,"about_ca_system_score_gemma":0.001105993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091118,"about_ca_topic_score_gemma":0.02084316,"domain_scores_codex":[0.9975826,0.0005801844,0.001101853,0.0001929675,0.0001968891,0.0003454731],"domain_scores_gemma":[0.9974838,0.0007297186,0.001130417,0.0002836187,0.0002064533,0.0001659524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009971563,0.001486727,0.4607166,0.0004753702,0.003417656,0.0006417434,0.01100702,0.0424833,0.3458231,0.0000168288,0.0009456893,0.1230145],"study_design_scores_gemma":[0.006101951,0.01079401,0.8198208,0.0007008608,0.001607035,0.00008541537,0.002214972,0.002559881,0.1535593,0.00008698677,0.002024368,0.0004444354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961559,0.0001119106,0.0000349468,0.0002395332,0.000695195,0.001940629,0.00003055327,0.00001981487,0.0007715845],"genre_scores_gemma":[0.9982159,0.00009879147,0.0005018029,0.0001042709,0.0001853756,0.0006448718,0.00002151585,0.00002641204,0.0002010642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3591042,"threshold_uncertainty_score":0.9970239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269276786652409,"score_gpt":0.347346712237425,"score_spread":0.3246539443709009,"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."}}