{"id":"W4386438752","doi":"10.2196/41999","title":"Comorbidity Patterns in Patients Newly Diagnosed With Colorectal Cancer: Network-Based Study","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Key Research and Development Program of Sichuan Province","keywords":"Comorbidity; Medicine; Colorectal cancer; Observational study; Internal medicine; Medical diagnosis; Cancer; Retrospective cohort study; Pathology","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":[0.000782951,0.0002765516,0.0003789382,0.001849273,0.0005965832,0.0006079762,0.000536939,0.000351583,0.0008428342],"category_scores_gemma":[0.00257626,0.0002852837,0.0005441153,0.003354644,0.0002384646,0.000778597,0.001185264,0.0005690305,0.00010129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001301631,"about_ca_system_score_gemma":0.001083198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03274637,"about_ca_topic_score_gemma":0.0419734,"domain_scores_codex":[0.9991335,0.0001919435,0.0001502514,0.0002222044,0.0001574723,0.0001446408],"domain_scores_gemma":[0.9980981,0.0001739401,0.001044183,0.0001117009,0.000165467,0.0004065691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001439328,0.000007979851,0.9995753,0.000006291421,0.00003004367,0.00001957216,0.00003236393,0.00002958206,0.00001551609,0.00001017075,0.00004975374,0.0002088928],"study_design_scores_gemma":[0.000005179665,0.00002117151,0.9989957,0.000008944239,0.00002780329,0.00009390496,0.0001657839,0.0005245156,0.00001093303,0.0000191757,0.0001229651,0.000003824661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982496,0.0002185236,0.00009429015,0.00006023611,0.000005743049,0.0000247834,0.001111761,0.000002610107,0.0002324583],"genre_scores_gemma":[0.9986217,0.0001188447,0.00009606855,0.00002490962,0.000006857415,0.00002424258,0.00107155,8.973851e-7,0.00003483855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03274637,"threshold_uncertainty_score":0.06511152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03924206931295406,"score_gpt":0.333478818665982,"score_spread":0.294236749353028,"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."}}