{"id":"W4412488300","doi":"10.1111/mec.70035","title":"Ecology of Gene Expression","year":2025,"lang":"en","type":"editorial","venue":"Molecular Ecology","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bamfield Marine Sciences Centre; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Fundação de Amparo à Pesquisa do Estado de São Paulo; Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Bern; National Institutes of Health; Tulane University","keywords":"Biology; Ecology; Evolutionary ecology; Molecular ecology; Diversity (politics); Ecology and Evolutionary Biology; Evolutionary biology; Applied ecology; Biodiversity; Sociology; Population","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":[0.00439174,0.001909363,0.00160041,0.002519353,0.001469165,0.005906604,0.001555349,0.004722693,0.009436646],"category_scores_gemma":[0.01424094,0.0007636692,0.001228111,0.001168916,0.003651911,0.004114463,0.001595393,0.01255735,0.007412003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002041768,"about_ca_system_score_gemma":0.001408827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007333914,"about_ca_topic_score_gemma":0.001480483,"domain_scores_codex":[0.9966642,0.0007032026,0.0003354218,0.000796166,0.00137053,0.0001304856],"domain_scores_gemma":[0.9897842,0.006307052,0.0004959867,0.0004337626,0.002267262,0.0007118185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003897311,0.000007081061,0.0001054062,0.0003850762,0.00002668931,0.0001040546,0.000044811,0.00006962181,0.000483926,0.005282242,0.970181,0.02327119],"study_design_scores_gemma":[0.00001038835,0.00001113951,0.0003213323,0.0002167151,0.00001675802,0.0002110387,0.0000386769,0.0001488583,0.0002485956,0.006112637,0.9926494,0.00001455048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00009094562,0.0269292,0.001316908,0.04125881,0.9270437,0.00001010725,0.0001069765,0.0001000973,0.003143303],"genre_scores_gemma":[0.001481089,0.02682455,0.0008996279,0.02412972,0.9258434,0.0000283572,0.0001009949,0.0001487779,0.02054356],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.009436646,"threshold_uncertainty_score":0.03156871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002491950837928303,"score_gpt":0.2216688702918553,"score_spread":0.219176919453927,"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."}}