{"id":"W2148628375","doi":"10.1093/biostatistics/4.2.167","title":"Analysis of a molecular genetic neuro-oncology study with partially biased selection","year":2003,"lang":"en","type":"article","venue":"Biostatistics","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Ottawa Regional Cancer Foundation","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Chemotherapy; Oncology; Internal medicine; Disease; Radiation therapy; Population; Cancer; Radiation oncology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01941209,0.0006640279,0.000811366,0.001453582,0.001326425,0.00113716,0.001095971,0.001155874,0.001035385],"category_scores_gemma":[0.0396493,0.0004199138,0.001354156,0.002048821,0.00119301,0.0003355497,0.001034704,0.0006867514,0.0002062045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007274,"about_ca_system_score_gemma":0.001182603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003751083,"about_ca_topic_score_gemma":0.005101502,"domain_scores_codex":[0.9680324,0.02741314,0.0009577549,0.001298395,0.001455382,0.0008428303],"domain_scores_gemma":[0.9718354,0.01734091,0.005784235,0.003451511,0.0008065529,0.000781388],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008745879,0.0001105897,0.9910678,0.00002352719,0.0006106635,0.00107929,0.0005038974,0.0003741656,0.001011704,0.0004715088,0.0002020213,0.003670197],"study_design_scores_gemma":[0.0004685143,0.00263626,0.9760689,0.00003414385,0.001314186,0.004969772,0.0008635218,0.009167149,0.001500091,0.001119255,0.001823205,0.00003514835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982578,0.0001225778,0.0009886932,0.0001867921,0.000006364799,0.00005004059,0.0000964243,0.000005346553,0.0002859926],"genre_scores_gemma":[0.9981501,0.00004314726,0.001332513,0.0001475446,0.00001591771,0.00005874147,0.0001423392,0.000003919138,0.0001057458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9805879,"threshold_uncertainty_score":0.1026621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01655065745641814,"score_gpt":0.2928290712195348,"score_spread":0.2762784137631167,"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."}}