{"id":"W4388424935","doi":"10.1103/physreve.108.054105","title":"Intercellular competitive growth dynamics with microenvironmental feedback","year":2023,"lang":"en","type":"article","venue":"Physical review. E","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Multicellular organism; Cancer cell; Tumor microenvironment; Biology; Cell biology; Cancer; Mechanism (biology); Cell; Genetics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008227345,0.0001997916,0.0002461612,0.00001808395,0.00005752558,0.00001586643,0.000224868,0.00003766325,0.0000232678],"category_scores_gemma":[0.0000224444,0.0001684383,0.0001231639,0.0001137288,0.0001518769,0.000003348667,0.000182264,0.0001147977,0.0003891412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000268034,"about_ca_system_score_gemma":0.00001776294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009356208,"about_ca_topic_score_gemma":0.00001713154,"domain_scores_codex":[0.9989937,0.00005519992,0.0001444183,0.0003747328,0.0001631543,0.0002687828],"domain_scores_gemma":[0.9994793,0.00001102227,0.00006263251,0.0003167294,0.00003428533,0.00009605113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009068801,0.0006359586,0.01094667,0.001294343,0.0003266225,0.00005089813,0.0005092686,0.0001141617,0.9645211,0.004855678,0.01230382,0.004350819],"study_design_scores_gemma":[0.002792505,0.00318161,0.03633977,0.001806662,0.0007487693,0.0001242221,0.0008390899,0.006018132,0.8373446,0.003976802,0.1039759,0.002851943],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933363,0.001682615,0.002191808,0.000743309,0.00007130184,0.0003230076,0.00004432537,0.00003456254,0.001572798],"genre_scores_gemma":[0.989254,0.008345569,0.0002691762,0.000893728,0.0001944727,0.00002279329,0.0005167188,0.00004156782,0.0004620067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1271765,"threshold_uncertainty_score":0.6868716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006093249283291278,"score_gpt":0.2435947014628931,"score_spread":0.2375014521796018,"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."}}