{"id":"W1966746696","doi":"10.1098/rstb.2013.0003","title":"From simple to detailed models for cell polarization","year":2013,"lang":"en","type":"review","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of General Medical Sciences","keywords":"Polarization (electrochemistry); Computer science; In silico; Theoretical computer science; Mathematical model; Biological system; Statistical physics; Physics; Chemistry; Biology","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":[0.0003390177,0.0003274555,0.0007559347,0.00002425093,0.0004301709,0.00003740378,0.001056946,0.0006642717,0.00007047827],"category_scores_gemma":[0.00004253738,0.000181098,0.002003476,0.0004809275,0.0004863786,0.000005451275,0.000101934,0.0001919707,0.000006563001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003076588,"about_ca_system_score_gemma":0.0001234199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004671526,"about_ca_topic_score_gemma":0.000003746589,"domain_scores_codex":[0.9979745,0.0002055962,0.0005088958,0.0007312645,0.0002420877,0.0003376936],"domain_scores_gemma":[0.9989421,0.000139234,0.0002525127,0.0004228271,0.00009822615,0.0001451054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001213293,0.00222504,0.0003732294,0.003894767,0.004012845,3.531832e-7,0.0002170819,0.198057,0.01077497,0.001428171,0.005086292,0.773809],"study_design_scores_gemma":[0.001249486,0.003377173,0.0000804396,0.001397856,0.005634591,0.000004018816,0.0001837848,0.06921094,0.00482776,0.1311441,0.7792674,0.003622533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002402563,0.8079231,0.1864021,0.0007111316,0.0002095119,0.001703313,0.0005180693,0.00002516525,0.0001049928],"genre_scores_gemma":[0.1486611,0.8348599,0.01381798,0.0003340617,0.001062253,0.0005552616,0.0003419532,0.00004609938,0.0003214298],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7741811,"threshold_uncertainty_score":0.7384963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07312525483569995,"score_gpt":0.3061370586402914,"score_spread":0.2330118038045915,"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."}}