{"id":"W4387563109","doi":"10.1242/dev.202187","title":"A model of replicating coupled oscillators generates naturally occurring cell networks","year":2023,"lang":"en","type":"article","venue":"Development","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; National Institute of General Medical Sciences; Natural Sciences and Engineering Research Council of Canada; Mitacs; Flatiron Health","keywords":"Biology; Cytokinesis; Network topology; Topology (electrical circuits); Cell cycle; Biological system; Network model; Mitosis; Evolutionary biology; Cell division; Computational biology; Cell; Cell biology; Computer science; Genetics; Mathematics; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002350795,0.00009170156,0.0001287195,0.00006229941,0.00009159087,0.00001329189,0.0001420768,0.00005206776,0.0001098872],"category_scores_gemma":[0.00001278623,0.00007319299,0.00002282117,0.0002293159,0.00001777852,0.00003656808,0.00004361777,0.00007772502,0.00006533167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000260909,"about_ca_system_score_gemma":0.00007439491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004276778,"about_ca_topic_score_gemma":0.0009457868,"domain_scores_codex":[0.9992028,0.00001290523,0.0002300891,0.0001969041,0.000114406,0.0002429082],"domain_scores_gemma":[0.9996789,0.0000564638,0.00007746016,0.0001028511,0.00002827742,0.00005611657],"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":[0.00003256913,0.000009343489,0.4349422,0.00005001594,0.00002789897,0.00001087971,0.0004666563,0.4364789,0.002031619,0.00004547524,0.001244344,0.1246601],"study_design_scores_gemma":[0.0000885655,0.00001509449,0.04658855,0.00000906787,0.000002330868,0.000002156533,0.00005509172,0.9495894,0.0008781789,0.00004144898,0.002604719,0.0001254443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928091,0.0001032394,0.0003858103,0.00002189789,0.0001167739,0.00008013901,0.00001045293,0.00006420541,0.006408439],"genre_scores_gemma":[0.9951225,0.0000414564,0.003234479,0.000146304,0.00002714896,0.000001717843,0.0002503445,0.000002277792,0.001173763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5131104,"threshold_uncertainty_score":0.2984723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0234720785961167,"score_gpt":0.2022155622575345,"score_spread":0.1787434836614178,"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."}}