{"id":"W2088551725","doi":"10.1117/12.488920","title":"Noise in the segmentation gene network of Drosophila with implications for mechanisms of body axis specification","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Developmental Biology and Gene Regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Institute of Technology; University of British Columbia","funders":"","keywords":"Segmentation; Drosophila melanogaster; Noise (video); Mechanism (biology); Biology; Computer science; Gene; Genetics; Artificial intelligence; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005497838,0.000290199,0.0004217186,0.0007404364,0.0003803473,0.001016925,0.0005178047,0.0004421993,0.0006358791],"category_scores_gemma":[0.003637198,0.0003885785,0.000205653,0.0006221916,0.0008698406,0.001084287,0.0003083919,0.0003807551,0.0001735547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001057403,"about_ca_system_score_gemma":0.0002785149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002636956,"about_ca_topic_score_gemma":0.003213746,"domain_scores_codex":[0.9995347,0.00007285019,0.0000232576,0.0001314913,0.0001860994,0.00005160652],"domain_scores_gemma":[0.9988141,0.0006526867,0.0002374228,0.00007000717,0.0001455869,0.00008021455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007885933,0.00009149317,0.04246107,0.0002296622,0.00006511746,0.0007358805,0.0004918482,0.112262,0.7484168,0.06683873,0.000712832,0.02690593],"study_design_scores_gemma":[0.00005621591,0.0001917204,0.150609,0.00004607212,0.00008119345,0.001216328,0.0001977031,0.6140435,0.140095,0.08917699,0.00417988,0.000106229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9289865,0.001153475,0.06641553,0.0006693475,0.0000249809,0.00001854266,0.0003149504,0.0002361262,0.002180594],"genre_scores_gemma":[0.9863694,0.0003973425,0.01103826,0.00006004122,0.00002113297,0.00002719415,0.0003592303,0.00005108205,0.00167627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002636956,"threshold_uncertainty_score":0.007672012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009169111992646807,"score_gpt":0.2272286446537919,"score_spread":0.2180595326611451,"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."}}