{"id":"W4402186182","doi":"10.32920/26866645.v1","title":"Factors Of Chemotherapy From Different Classes Combined With USMB Effect Drug Efficacy In Breast Cancer Cells","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Computational Drug Discovery Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Drug; Chemotherapy; Breast cancer; Oncology; Cancer; Medicine; Internal medicine; Pharmacology","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":[],"consensus_categories":[],"category_scores_codex":[0.00009877713,0.0001627195,0.0003131092,0.000211237,0.0001044789,0.0003524384,0.00009784996,0.000222802,0.001568546],"category_scores_gemma":[0.0002490971,0.000116868,0.000272775,0.0003087652,0.000122557,0.0001820061,0.000116459,0.0002400725,0.0002526731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000342798,"about_ca_system_score_gemma":0.0002375077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002425893,"about_ca_topic_score_gemma":0.002676415,"domain_scores_codex":[0.9998733,0.00002925958,0.00001067369,0.00002153456,0.0000438582,0.00002133194],"domain_scores_gemma":[0.9999167,0.00004236396,0.00001217895,0.000005987193,0.00001365532,0.00000913166],"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":[0.001206382,0.0002538098,0.004598654,0.000297836,0.00006824596,0.000151371,0.00009949408,0.002503141,0.9582573,0.0005543981,0.0007435651,0.03126585],"study_design_scores_gemma":[0.00004506035,0.0005862896,0.0191653,0.00001573369,0.00009555993,0.0001434148,0.00008168936,0.006234226,0.9688335,0.00009996159,0.004689424,0.000009962987],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901783,0.004101425,0.00135739,0.0001398573,0.00002617838,0.0000212509,0.0004146388,0.00004016891,0.003720678],"genre_scores_gemma":[0.9955272,0.001198127,0.001299724,0.00005630459,0.000008665921,0.00003155036,0.0003136733,0.00001120857,0.001553413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002425893,"threshold_uncertainty_score":0.005247355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671580338944171,"score_gpt":0.2991072274755336,"score_spread":0.2823914240860919,"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."}}