{"id":"W3004000282","doi":"10.1007/s00285-020-01473-2","title":"Multiscale phenomena and patterns in biological systems: special issue in honour of Hans Othmer","year":2020,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Honour; Cognitive science; Multiscale modeling; Statistical physics; Computer science; Nanotechnology; Biology; Physics; Materials science; Bioinformatics; Psychology; History","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":[0.001519311,0.0002760399,0.001581543,0.0002249132,0.00002042429,0.00001285804,0.0003841745,0.0003351538,0.0006064937],"category_scores_gemma":[0.00392276,0.0001826451,0.0001453703,0.000229846,0.0003360175,0.00007434478,0.0001722184,0.0006497005,0.00003260524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004840389,"about_ca_system_score_gemma":0.00003805319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005068311,"about_ca_topic_score_gemma":0.000006319551,"domain_scores_codex":[0.9965867,0.0005629019,0.001977386,0.0002818132,0.0001782126,0.0004129455],"domain_scores_gemma":[0.9963887,0.002415803,0.0007075634,0.000174937,0.00009013266,0.000222868],"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":[0.001191727,0.004218639,0.1301181,0.00554274,0.0003992127,0.0008647072,0.0151208,0.00001713339,0.02386595,0.8120098,0.002059473,0.004591696],"study_design_scores_gemma":[0.008751908,0.004513921,0.01297827,0.002122726,0.0001613279,0.001472993,0.006723388,0.004718376,0.003139644,0.9522886,0.002001387,0.001127472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884786,0.0002296197,0.007194948,0.001538118,0.0001693007,0.0004194641,0.00003256872,0.00001475971,0.001922612],"genre_scores_gemma":[0.9874684,0.00009491482,0.01115665,0.0001599077,0.001060251,0.00001145315,0.000001729704,0.00002261961,0.00002413947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1402788,"threshold_uncertainty_score":0.7448053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06237693375969386,"score_gpt":0.3102327856787596,"score_spread":0.2478558519190657,"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."}}