{"id":"W4401682103","doi":"10.1142/s0218127424501396","title":"Complex Dynamics of a Simple Tumor-Immune Model with Tumor Malignancy","year":2024,"lang":"en","type":"article","venue":"International Journal of Bifurcation and Chaos","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Simple (philosophy); Malignancy; Dynamics (music); Immune system; Computer science; Mathematics; Biology; Medicine; Physics; Immunology; Internal medicine; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003337557,0.0001207989,0.0002685074,0.0002211295,0.00002280282,0.00004255214,0.0002552744,0.00003034413,0.0001349254],"category_scores_gemma":[0.0001540154,0.00008562473,0.00008645999,0.0001008485,0.0001053529,0.0001447772,0.00004798382,0.0001546271,0.000004646454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006863171,"about_ca_system_score_gemma":0.00009981943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000042601,"about_ca_topic_score_gemma":0.000009177536,"domain_scores_codex":[0.9987448,0.00003144571,0.0006277331,0.0001135358,0.0003799761,0.0001025443],"domain_scores_gemma":[0.9987765,0.000224809,0.0003921012,0.0001071658,0.0004402012,0.0000592139],"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":[0.0001757652,0.0002897891,0.0008189977,0.0003892443,0.0003832784,0.0001371483,0.0009909527,0.00008988063,0.00555186,0.9878335,0.0009930958,0.002346472],"study_design_scores_gemma":[0.00104747,0.0003226594,0.001139198,0.0008851165,0.0001256192,0.002242358,0.0006108605,0.3370668,0.003478547,0.6524233,0.0004274855,0.0002306046],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8672816,0.0002900968,0.1258602,0.003454687,0.0002160587,0.0001847173,0.00008859581,0.00004096937,0.002583022],"genre_scores_gemma":[0.9878133,0.00002391464,0.01175428,0.0001079897,0.00007880674,0.000004539388,0.00001303557,0.00001781768,0.0001863484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3369769,"threshold_uncertainty_score":0.3491675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03343848980752582,"score_gpt":0.3166556147972398,"score_spread":0.283217124989714,"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."}}