{"id":"W4413814888","doi":"10.1103/vlx8-spc6","title":"Noise equals control","year":2025,"lang":"en","type":"article","venue":"Physical review. E","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Noise (video); Acoustics; Mathematics; Physics; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001788736,0.0008626933,0.0007725239,0.0008725321,0.001252135,0.004452311,0.0008981067,0.003618663,0.005401707],"category_scores_gemma":[0.004105897,0.0003362893,0.0006006463,0.0004678502,0.01598377,0.006875291,0.002140515,0.003154678,0.0009855302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003287158,"about_ca_system_score_gemma":0.001684391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002924164,"about_ca_topic_score_gemma":0.001137589,"domain_scores_codex":[0.9973801,0.0006591666,0.0001478388,0.0009031913,0.0006400588,0.0002696912],"domain_scores_gemma":[0.9979694,0.001128878,0.000180544,0.0003436898,0.0002413574,0.0001359584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007753464,0.000002792882,0.00005999918,0.00004438816,0.000005979169,0.00002077398,0.0000961424,0.0007786065,0.0001727447,0.9940056,0.0005374782,0.004267819],"study_design_scores_gemma":[0.00001046899,0.00003078534,0.000165335,0.00008416569,0.00001186228,0.00007168272,0.00007673736,0.001808983,0.0003848228,0.9392427,0.05809809,0.00001440985],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0302672,0.03683801,0.3751546,0.04005776,0.005128479,0.0001170184,0.0003997114,0.000368135,0.5116692],"genre_scores_gemma":[0.8926413,0.01484314,0.0244126,0.009965623,0.003147281,0.0002845229,0.0001671813,0.0002102364,0.05432808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005401707,"threshold_uncertainty_score":0.02385008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006516623576450027,"score_gpt":0.3103560921615681,"score_spread":0.303839468585118,"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."}}