{"id":"W2046590649","doi":"10.1038/embor.2009.195","title":"The complexity of living: when biology meets theory","year":2009,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute of Genetics; Centre National de la Recherche Scientifique; Weizmann Institute of Science; Institut National de la Santé et de la Recherche Médicale","keywords":"Biology; Evolutionary biology; Computational biology","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":[0.0007722742,0.0001133107,0.0001738937,0.00002238021,0.0001138719,0.000009966573,0.0001579496,0.0001052016,0.0000459881],"category_scores_gemma":[0.0003111609,0.000080518,0.000156615,0.00006468647,0.0003050509,0.000001300994,0.0000807539,0.00005059968,0.000001671517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006984876,"about_ca_system_score_gemma":0.00005041211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007942078,"about_ca_topic_score_gemma":0.00002659284,"domain_scores_codex":[0.998921,0.0001641794,0.0003373368,0.0002771969,0.00009437119,0.0002059478],"domain_scores_gemma":[0.9988109,0.00004007153,0.0002679834,0.0007406731,0.000087066,0.00005328792],"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":[0.000101931,0.0002752507,0.04093261,0.00001565634,0.0007607236,0.00006100441,0.0002697611,0.0003982376,0.8582492,0.03338135,0.02947028,0.036084],"study_design_scores_gemma":[0.0002004417,0.0008845879,0.1697462,0.00007225991,0.0002854087,0.0005816662,0.0001822124,0.0001810894,0.2545172,0.2602143,0.3123221,0.0008126126],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982818,0.005182342,0.001287669,0.0008339909,0.000237234,0.0001500653,0.000002418056,0.00001943451,0.009468837],"genre_scores_gemma":[0.9981533,0.0000896651,0.0003895086,0.0001394044,0.000161564,0.000003425815,0.00001786205,0.000008464453,0.001036849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.603732,"threshold_uncertainty_score":0.3283429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639450889324357,"score_gpt":0.25553871105171,"score_spread":0.2391442021584664,"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."}}