{"id":"W4411175813","doi":"10.1093/evolut/qpaf125","title":"Local adaptation of male sexual fitness in <i>Drosophila melanogaster</i>","year":2025,"lang":"en","type":"article","venue":"Evolution","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Drosophila melanogaster; Adaptation (eye); Evolutionary biology; Drosophila (subgenus); Experimental evolution; Zoology; Genetics; Gene; Neuroscience","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008350662,0.00005177437,0.00006721969,0.00004637152,0.00003020253,0.00000168024,0.00005027543,0.0001186053,0.00001706593],"category_scores_gemma":[0.00001052164,0.00005339153,0.00002110076,0.00008189315,0.00005636139,0.000003359051,0.00002622708,0.00004650901,0.000004232083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001636011,"about_ca_system_score_gemma":0.00004689343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005904758,"about_ca_topic_score_gemma":0.0004502291,"domain_scores_codex":[0.9996024,0.00003083558,0.0001215433,0.0001193641,0.00003282797,0.00009303804],"domain_scores_gemma":[0.9998399,0.000003936547,0.00003165227,0.00008653171,0.00002836908,0.000009581894],"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":[0.0002013372,0.0001944148,0.1734636,0.00003615195,0.00001159571,0.000003252435,0.00007051673,0.002227815,0.817427,0.001310825,0.0005661868,0.004487353],"study_design_scores_gemma":[0.00220977,0.0006926084,0.6460981,0.00005192274,0.00004875695,0.00002288612,0.00102955,0.005361583,0.3421285,0.0006318855,0.001450066,0.0002743755],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815736,0.0002027654,0.01733381,0.00005274909,0.0001556069,0.00007393028,0.000005394579,0.000003588951,0.0005985348],"genre_scores_gemma":[0.9984046,0.000005680376,0.0000870291,0.0000425277,0.00003036381,0.00001276607,0.00007121035,0.000002619732,0.001343195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4752985,"threshold_uncertainty_score":0.2177243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00902755104532662,"score_gpt":0.2430521642516537,"score_spread":0.234024613206327,"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."}}