{"id":"W4367595762","doi":"10.29007/2qhl","title":"An Association Analysis of Breast Cancer with Carotenoids.","year":2023,"lang":"en","type":"article","venue":"EPiC series in computing","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University; University of Alberta","funders":"","keywords":"Exposome; Breast cancer; Cancer; Medicine; Carcinogenesis; Oncology; Bioinformatics; Environmental health; Biology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002380451,0.00007287397,0.0001882787,0.0001123418,0.00003850909,0.00001018714,0.00009156714,0.00006484293,0.00001340144],"category_scores_gemma":[0.00002372751,0.00006901879,0.00004909305,0.0007010851,0.00002602059,0.000004812657,0.00003990767,0.00004885326,4.834455e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003092678,"about_ca_system_score_gemma":0.00005804077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006980066,"about_ca_topic_score_gemma":0.001907751,"domain_scores_codex":[0.9993327,0.00004593928,0.0001536098,0.0001921907,0.0001078718,0.0001677445],"domain_scores_gemma":[0.9996029,0.00001283061,0.000108489,0.0001720194,0.000076898,0.00002688785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009784356,0.00003219265,0.860467,0.00002635086,0.0005863387,2.543425e-7,0.000879755,0.05061619,0.07213891,0.00006905112,0.001546426,0.01353965],"study_design_scores_gemma":[0.0003402852,0.00006200679,0.9803339,0.00001803884,0.0001546334,0.000001794629,0.0004850441,0.003680384,0.004504334,0.00001175266,0.0102646,0.0001432069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981292,0.0001873333,0.0002313651,0.0001229841,0.001045036,0.00005360054,0.00004964117,0.00001693935,0.0001638784],"genre_scores_gemma":[0.9972129,0.0001589863,0.0002352505,0.00006169055,0.002038671,0.0000053108,0.0001092659,0.000009579836,0.0001683165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1198669,"threshold_uncertainty_score":0.2814505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006437992204812796,"score_gpt":0.2669787566759119,"score_spread":0.2605407644710991,"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."}}