{"id":"W4206190331","doi":"10.3934/math.2022313","title":"Biochemical Problems, Mathematical Solutions","year":2022,"lang":"en","type":"article","venue":"AIMS Mathematics","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Computer science; Biochemical engineering; Management science; Engineering","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":[0.0004052513,0.0001706093,0.0002089158,0.00005530738,0.000319022,0.00002034778,0.0003474262,0.00007663203,0.0005258189],"category_scores_gemma":[0.00006364818,0.0001715674,0.0001875616,0.0002289609,0.00008833043,0.000002089723,0.0005730006,0.0001436787,0.00007651942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003659883,"about_ca_system_score_gemma":0.00006281128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001130538,"about_ca_topic_score_gemma":0.000001445046,"domain_scores_codex":[0.998615,0.00006201461,0.000335316,0.0003072888,0.0003210916,0.0003592373],"domain_scores_gemma":[0.999073,0.00002190678,0.0001171356,0.0006379192,0.00004814143,0.0001019209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002564552,0.002109901,0.000393145,0.0003402834,0.0007343796,0.00001361419,0.0008595415,0.01282937,0.7710155,0.03849028,0.1722822,0.0009062113],"study_design_scores_gemma":[0.003245901,0.001616452,0.0002957982,0.0001167024,0.001304069,0.001659544,0.004617416,0.09645513,0.1558219,0.1852993,0.5458524,0.003715484],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9296281,0.002100447,0.05763427,0.0007786062,0.0001841175,0.0006482484,0.00005676027,0.0001207999,0.008848635],"genre_scores_gemma":[0.9824732,0.00003121248,0.01395909,0.0001820779,0.000165191,0.0001929117,0.0001579379,0.00005345596,0.002784905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6151935,"threshold_uncertainty_score":0.6996318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0167220495357272,"score_gpt":0.2313154694813018,"score_spread":0.2145934199455746,"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."}}