{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005298339,0.0006001816,0.000613184,0.0005893259,0.0006643413,0.001115425,0.002093728,0.002207308,0.003860946],"category_scores_gemma":[0.002414294,0.0004275035,0.0009274159,0.0005551732,0.001460867,0.001380188,0.0009927209,0.001097017,0.0004862932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009513443,"about_ca_system_score_gemma":0.0007973835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004573853,"about_ca_topic_score_gemma":0.002808932,"domain_scores_codex":[0.9996613,0.000103249,0.00001789769,0.0001072386,0.00006066658,0.00004966155],"domain_scores_gemma":[0.9986948,0.0006467901,0.0002515905,0.0001201583,0.0001366984,0.0001500537],"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":[0.00004696811,0.00003328328,0.0008804707,0.000045488,0.00002734442,0.0002919652,0.0001772384,0.8387599,0.004645122,0.1512123,0.0006789213,0.00320101],"study_design_scores_gemma":[0.00002810809,0.00002369927,0.0001425999,0.000003316947,0.000006750471,0.00004945384,0.000017025,0.980199,0.0001927022,0.01861409,0.0007134517,0.000009769032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2461153,0.0003272602,0.7264018,0.001440435,0.0001436665,0.0001633879,0.0007340393,0.0004717736,0.02420234],"genre_scores_gemma":[0.936901,0.0002725181,0.04806819,0.0001627805,0.00006563473,0.0003820826,0.0002272763,0.00007397302,0.01384646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004573853,"threshold_uncertainty_score":0.01291615,"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."}}