{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001418842,0.00137878,0.000969613,0.0021042,0.001164082,0.003855622,0.0009159973,0.002708472,0.007204326],"category_scores_gemma":[0.005643626,0.0004620971,0.0007572522,0.002104373,0.003594779,0.005118229,0.002076031,0.003878146,0.001340308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002110099,"about_ca_system_score_gemma":0.001098891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00168804,"about_ca_topic_score_gemma":0.00123328,"domain_scores_codex":[0.9995242,0.0001697815,0.00002807439,0.0001069991,0.0001378651,0.00003304339],"domain_scores_gemma":[0.9987364,0.0008674581,0.00009151817,0.00009708466,0.0001479014,0.00005959951],"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":[0.000004699834,0.00001551918,0.00006874794,0.0001215549,0.000007807734,0.00002184331,0.00006758193,0.001752074,0.0001332525,0.9846704,0.006640227,0.00649628],"study_design_scores_gemma":[0.000004067407,0.000002475583,0.00005789991,0.00001652032,0.000003682767,0.00002667541,0.00002564001,0.002910186,0.00003183802,0.9879768,0.008941481,0.00000276631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0320297,0.1292859,0.4600714,0.06321063,0.004932036,0.00009753215,0.0009791338,0.0004555316,0.3089381],"genre_scores_gemma":[0.6040734,0.08343468,0.1368726,0.008433149,0.01830371,0.0006406571,0.001241212,0.0003544826,0.1466462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007204326,"threshold_uncertainty_score":0.02410084,"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."}}