{"id":"W3028510827","doi":"10.17577/ijertv9is050444","title":"Breast Cancer Prediction using ML Techniques","year":2020,"lang":"en","type":"article","venue":"International Journal of Engineering Research and","topic":"AI in cancer detection","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Breast cancer; Cancer; Medicine; 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":[0.0003222006,0.00004507287,0.00006143746,0.0002145747,0.00002800733,0.000134331,0.0004041867,0.00002624565,0.000009577764],"category_scores_gemma":[0.0000571628,0.00004202238,0.00002137594,0.0001677009,0.00002140311,0.0005504519,0.0001291248,0.0002757323,7.431929e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001642223,"about_ca_system_score_gemma":0.0000818448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002350672,"about_ca_topic_score_gemma":3.43963e-7,"domain_scores_codex":[0.9990608,0.00001513288,0.0001540257,0.00009479492,0.0005680023,0.000107228],"domain_scores_gemma":[0.9990946,0.00004755575,0.00005341682,0.00004913663,0.0006503075,0.0001049708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004253198,0.0001163587,0.01082421,0.0001312242,0.0005948331,0.0004255489,0.001794013,0.06391268,0.4780154,0.00645807,0.00505204,0.4322503],"study_design_scores_gemma":[0.0005177911,0.0004542392,0.007130609,0.0003522501,0.000005453478,0.001865865,0.00002897291,0.9253658,0.05389301,0.0009924407,0.009242272,0.0001513016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08238138,0.0004271092,0.9100391,0.006343604,0.0006299884,0.00005882462,0.00001148086,0.00005715799,0.000051353],"genre_scores_gemma":[0.9765609,0.000332619,0.02198856,0.00003567543,0.001068062,0.000002264188,1.438943e-7,0.000006669788,0.000005084533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8941795,"threshold_uncertainty_score":0.1713623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05525081393954889,"score_gpt":0.3581335208513273,"score_spread":0.3028827069117784,"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."}}