{"id":"W1704833857","doi":"10.1371/journal.pone.0116679","title":"Accurate Alternative Measurements for Female Lifetime Reproductive Success in Drosophila melanogaster","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drosophila melanogaster; Biology; Evolutionary biology; Bioinformatics; Genetics","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":[0.0004689081,0.0003646547,0.0003484327,0.001057621,0.0002545124,0.0003428666,0.0004504379,0.0003691315,0.0009688585],"category_scores_gemma":[0.001552375,0.0002252842,0.0003227499,0.0004096448,0.0001852708,0.0004292081,0.0003281776,0.0004364632,0.0003437918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004006609,"about_ca_system_score_gemma":0.0001064004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002197753,"about_ca_topic_score_gemma":0.007878477,"domain_scores_codex":[0.9995759,0.00009576682,0.00005186551,0.0001578672,0.0001023268,0.00001623783],"domain_scores_gemma":[0.9985011,0.0004567648,0.0005781242,0.0001645066,0.0001910415,0.0001085215],"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":[0.000471622,0.0001074064,0.4062452,0.0004655621,0.0003361395,0.0002470016,0.0004089387,0.002551534,0.5423341,0.000789677,0.0009211385,0.04512171],"study_design_scores_gemma":[0.000008307332,0.0003860503,0.9405695,0.00003825099,0.0000844637,0.0005676574,0.0001154887,0.009165065,0.04708641,0.0003066467,0.001619603,0.00005247672],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630272,0.002631105,0.02670923,0.00007532081,0.00003078574,0.00004584197,0.004616791,0.0001705297,0.002693099],"genre_scores_gemma":[0.9842949,0.0003997629,0.01221008,0.00006466166,0.00001057245,0.00009678543,0.001892538,0.00002960613,0.001001062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002197753,"threshold_uncertainty_score":0.004369915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2445705491026759,"score_gpt":0.2942638957687305,"score_spread":0.04969334666605454,"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."}}