{"id":"W2027052704","doi":"10.1371/journal.pcbi.1001121","title":"A Comparison of Mathematical Models for Polarization of Single Eukaryotic Cells in Response to Guided Cues","year":2011,"lang":"en","type":"review","venue":"PLoS Computational Biology","topic":"Plant and Biological Electrophysiology Studies","field":"Agricultural and Biological Sciences","cited_by":274,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of General Medical Sciences; Natural Sciences and Engineering Research Council of Canada; National Institutes of Health","keywords":"Stimulus (psychology); Polarization (electrochemistry); Biology; Cell polarity; Neuroscience; Biological system; Cell type; Robustness (evolution); Computational biology; Physics; Computer science; Cell biology; Cell; Chemistry; Psychology; Genetics; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002477581,0.0002369928,0.0016029,0.00007713864,0.00004332416,0.000003395241,0.0002929149,0.0003351619,0.00002382884],"category_scores_gemma":[0.0002592948,0.00009195034,0.0002264484,0.0003306486,0.0001423023,0.00002274333,0.0001095751,0.0001046281,0.000008997421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002881186,"about_ca_system_score_gemma":0.00002958258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001124614,"about_ca_topic_score_gemma":0.00001300798,"domain_scores_codex":[0.9980389,0.0003997981,0.0008996282,0.000342654,0.00007241501,0.0002465646],"domain_scores_gemma":[0.9962665,0.003056041,0.0004287426,0.0000435985,0.0001626006,0.0000424752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00255111,0.00553428,0.0008443095,0.006140085,0.0008638423,0.000002948077,0.0005024907,0.001313536,0.523818,0.02863098,0.0005701387,0.4292283],"study_design_scores_gemma":[0.002925815,0.05719393,0.01200954,0.02173805,0.002757384,0.00006207548,0.0004043581,0.02429079,0.01153823,0.7072211,0.1538642,0.005994478],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2385774,0.7546302,0.001365379,0.0001823222,0.0001293629,0.002970644,0.001940641,0.00006514249,0.0001389301],"genre_scores_gemma":[0.6038818,0.3699462,0.01972251,0.0002249923,0.0002634041,0.0005172856,0.005315553,0.00001284772,0.0001152944],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6785901,"threshold_uncertainty_score":0.3749626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2059704681985964,"score_gpt":0.3439420945177054,"score_spread":0.137971626319109,"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."}}