{"id":"W7030185872","doi":"","title":"Mathematical modelling simulation data and artificial intelligence for the study of tumour-macrophage interaction","year":2023,"lang":"en","type":"article","venue":"University Library of Skövde (University of Skövde)","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Cluster analysis; Logistic regression; Support vector machine; Tumour heterogeneity; Experimental data; Focus (optics); Mathematical model; Segmentation","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":[0.000477296,0.0001551511,0.0004377003,0.0002971573,0.000231903,0.00001059816,0.0008844377,0.000104777,0.0001572755],"category_scores_gemma":[0.0001731592,0.0001537509,0.00009727113,0.0005052217,0.0003874775,0.0008114489,0.0008907011,0.0001625134,0.000008075019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001699354,"about_ca_system_score_gemma":0.00003907814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004875421,"about_ca_topic_score_gemma":0.00002390175,"domain_scores_codex":[0.9987932,0.0001180085,0.0003238258,0.000337377,0.0002397967,0.0001877607],"domain_scores_gemma":[0.9957999,0.003065636,0.0003961146,0.0005789628,0.00009016156,0.00006923477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005045098,0.005572397,0.002213719,0.005748977,0.00175324,0.0001810178,0.08326978,0.05821916,0.00394489,0.8174301,0.002238004,0.0143836],"study_design_scores_gemma":[0.000426436,0.0003034811,0.0002687646,0.0001216458,0.0003146913,0.000002439059,0.07320528,0.8176166,0.0006599756,0.1067946,0.0001269554,0.0001591307],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7586482,0.00000956251,0.2396086,0.0003179251,0.00003468087,0.0006681086,0.0001516895,0.00007649074,0.0004846592],"genre_scores_gemma":[0.9843858,0.00003826075,0.01515683,0.000003310604,0.00001691724,1.229095e-7,0.00003415213,0.00001555793,0.0003490386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7593974,"threshold_uncertainty_score":0.626978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1520217351729524,"score_gpt":0.3021103278135853,"score_spread":0.1500885926406328,"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."}}