{"id":"W2053424935","doi":"10.1214/13-aap946","title":"Stochastically-induced bistability in chemical reaction systems","year":2014,"lang":"en","type":"article","venue":"The Annals of Applied Probability","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Bistability; Chemical reaction; Branching (polymer chemistry); Bounded function; Mechanism (biology); Chemical species; Chemical process; Chemical Dynamics","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":[0.002023733,0.0001477201,0.0002778029,0.0000264615,0.0000368412,0.000009906227,0.0002779583,0.0001626291,0.000003844056],"category_scores_gemma":[0.0002076343,0.0001122566,0.0001146598,0.0001918561,0.0001807131,0.000002220784,0.0001172928,0.0001278071,0.000004224682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001629468,"about_ca_system_score_gemma":0.00004481322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004846591,"about_ca_topic_score_gemma":0.00003144821,"domain_scores_codex":[0.9985544,0.0001642783,0.0004234939,0.0004158368,0.0001921178,0.0002498434],"domain_scores_gemma":[0.9986422,0.00005993494,0.0001494119,0.0009453372,0.0001363207,0.00006678588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003989101,0.0001840337,0.0008352366,0.0000725671,0.00004651022,4.54298e-8,0.00004686748,0.002680447,0.989672,0.002893698,0.00008677148,0.003082909],"study_design_scores_gemma":[0.0005832277,0.0002210676,0.02104468,0.00001980952,0.00005291559,0.000002434844,0.00009385387,0.003292305,0.9488397,0.02367088,0.001800448,0.0003787259],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967031,0.00005506367,0.0007041263,0.0002419144,0.00003843389,0.0004236369,0.000002966023,0.00001150931,0.001819232],"genre_scores_gemma":[0.9995632,0.000006160472,0.0001402514,0.0000632626,0.0001221915,0.00006661662,0.00001988943,0.00001140691,0.000007045999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04083235,"threshold_uncertainty_score":0.4577691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03846017869960279,"score_gpt":0.2776092233608878,"score_spread":0.2391490446612851,"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."}}