{"id":"W7161996861","doi":"10.82308/422","title":"Improving lung cancer outcomes: the association of high blood eosinophil counts and poor surgical outcomes in early-stage lung cancer.","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer; Eosinophil; Comorbidity; Retrospective cohort study; Lung cancer screening; Cohort; Surrogate endpoint; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008715612,0.0002096197,0.0002345758,0.0007106595,0.0003142854,0.0007251961,0.0004334968,0.0003626923,0.003310197],"category_scores_gemma":[0.002740563,0.0001264233,0.0004364301,0.001201193,0.0002608578,0.0004039898,0.0005749892,0.0006891864,0.0002222266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000570606,"about_ca_system_score_gemma":0.0007684459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01240181,"about_ca_topic_score_gemma":0.01933883,"domain_scores_codex":[0.9993572,0.0001315459,0.0000755989,0.0001180891,0.0001531546,0.000164306],"domain_scores_gemma":[0.9974631,0.0004219913,0.001440627,0.00006471232,0.0002433221,0.0003662652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008917467,0.0000172826,0.9954979,0.00007849565,0.00006321779,0.00003006732,0.00001654879,0.00003019263,0.00006240679,0.00002323699,0.0005365229,0.003555028],"study_design_scores_gemma":[0.00000586294,0.00004253451,0.9991978,0.00003048168,0.00003899273,0.00008250336,0.00004540956,0.00007765731,0.00003890176,0.00002374903,0.0004135725,0.000002583304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811348,0.007939301,0.0002416662,0.001303397,0.00007293941,0.00007530602,0.007145739,0.00001686633,0.002069928],"genre_scores_gemma":[0.9963124,0.0009764191,0.0001718485,0.0001953095,0.00006459608,0.00003711525,0.001886699,0.000002136267,0.0003534963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01240181,"threshold_uncertainty_score":0.02465928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006636404106279922,"score_gpt":0.2998854343899907,"score_spread":0.2932490302837108,"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."}}