{"id":"W4409151212","doi":"10.1007/978-3-031-82396-1_2","title":"Michael Mackey and Data-Driven Models of Chemotherapy-Induced Neutropenia","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Neutropenia; Medicine; Chemotherapy; Computer science; 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":[0.0006069076,0.0003592428,0.0007916632,0.0002532993,0.000147128,0.00005478691,0.00077138,0.0002637787,0.00008099445],"category_scores_gemma":[0.0001046314,0.0002073587,0.0001182958,0.0001787862,0.0004519821,0.00009532959,0.0001354268,0.0007021106,0.00001181372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002582324,"about_ca_system_score_gemma":0.0002680235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000298987,"about_ca_topic_score_gemma":0.00001660025,"domain_scores_codex":[0.9978759,0.00004409522,0.0005399093,0.0006689707,0.0006036384,0.0002674907],"domain_scores_gemma":[0.9977924,0.0009528439,0.0002044998,0.0008895603,0.00007048171,0.00009020302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004000194,0.000380338,0.00002444728,0.001673645,0.0003379117,0.00002648371,0.002394903,0.2157967,0.0005427193,0.7672552,0.000467574,0.01070007],"study_design_scores_gemma":[0.0004626407,0.0003425964,0.000002295642,0.001569957,0.0002714935,0.00002844672,0.00001892136,0.4334863,0.0002492063,0.5628415,0.0004936716,0.0002329569],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01289854,0.003970537,0.4121074,0.02679599,0.0004394389,0.004142095,0.000196016,0.0001660551,0.539284],"genre_scores_gemma":[0.9430033,0.002127051,0.03813414,0.01010514,0.0005990689,0.00005789167,0.00004764812,0.0001051033,0.005820659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9301047,"threshold_uncertainty_score":0.8455844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09853016634630091,"score_gpt":0.330016270084722,"score_spread":0.231486103738421,"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."}}