{"id":"W4390267281","doi":"10.1142/s012918312450102x","title":"Mathematical modeling of tumor growth as a random process in the presence of interaction between tumor cells and normal cells","year":2023,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Tumor cells; Stochastic differential equation; Mathematics; Differential equation; Stochastic process; Statistical physics; Physics; Applied mathematics; Mathematical analysis; Statistics; Biology; Cancer research","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":[0.0007399825,0.0009078078,0.001245983,0.0007252821,0.0005170082,0.001221966,0.001960541,0.00216908,0.001606604],"category_scores_gemma":[0.001543037,0.0004879843,0.0009639096,0.000672481,0.001240214,0.00168562,0.0009237204,0.001278773,0.0003631462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009837718,"about_ca_system_score_gemma":0.0009100487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003645713,"about_ca_topic_score_gemma":0.001552061,"domain_scores_codex":[0.9995251,0.0001182565,0.00002367909,0.0001205971,0.0001420908,0.00007027427],"domain_scores_gemma":[0.9991903,0.0003706811,0.000243912,0.00004304423,0.00009389879,0.00005824285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004208665,0.00004783792,0.0009247839,0.0001095582,0.00004516164,0.0005369467,0.0001629696,0.839838,0.01099363,0.1437185,0.0005327595,0.003047761],"study_design_scores_gemma":[0.000007675496,0.00002389518,0.000195315,0.000004308159,0.00001305489,0.00009346621,0.0000110447,0.9909486,0.0003124341,0.007894474,0.0004857901,0.00000985698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1067093,0.001615459,0.8730519,0.00184466,0.0001536779,0.0001006933,0.0002858472,0.000206523,0.01603184],"genre_scores_gemma":[0.9215772,0.002030422,0.04442753,0.0002860223,0.0002379658,0.0003600949,0.0002328989,0.00007871278,0.03076904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003645713,"threshold_uncertainty_score":0.007248998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04135757139774115,"score_gpt":0.3302807091740041,"score_spread":0.2889231377762629,"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."}}