{"id":"W4213453087","doi":"10.1186/s12862-022-01975-1","title":"Seminal fluid gene expression and reproductive fitness in Drosophila melanogaster","year":2022,"lang":"en","type":"article","venue":"BMC Ecology and Evolution","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Drosophila melanogaster; Gene; Sperm competition; Sperm; Genetics; Phenotype; Polyspermy; Gene expression; Melanogaster; Sexual selection; Evolutionary biology; Oocyte; Embryo","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":[0.0002968327,0.00006641786,0.00009274113,0.00001748595,0.00036436,0.000006346132,0.00004111733,0.00006123568,0.0001255248],"category_scores_gemma":[0.00002416792,0.00003163471,0.00001649909,0.0001142449,0.00007283429,0.00008852396,0.0001228934,0.000113797,0.00000235322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004352861,"about_ca_system_score_gemma":0.000005268096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006715957,"about_ca_topic_score_gemma":0.0002169231,"domain_scores_codex":[0.9991832,0.0001326902,0.0001078994,0.0003798355,0.00006310234,0.0001333007],"domain_scores_gemma":[0.9998472,0.00003116932,0.00004087456,0.00003754614,0.00001610219,0.00002709288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001045021,0.0000464331,0.5009305,0.00000216316,7.150542e-7,0.000002125702,0.00007866498,0.000015193,0.4981622,0.00006919301,0.00007959701,0.0005087099],"study_design_scores_gemma":[0.0001382633,0.0003168373,0.9944296,0.000002396035,0.000006411413,0.0001066489,0.0006066097,0.00003819546,0.003330904,0.000664791,0.0002839471,0.00007531946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987192,0.0004276656,0.000003059935,0.0004385839,0.0001938507,0.0001406354,0.000008630683,0.00001821776,0.00005019667],"genre_scores_gemma":[0.9993511,0.00002480393,0.00006434425,0.0000215562,0.0001699906,0.00004766128,0.00002940237,5.352718e-7,0.00029057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4948312,"threshold_uncertainty_score":0.2802399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891088952952244,"score_gpt":0.222374035231274,"score_spread":0.2034631457017516,"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."}}