{"id":"W2075934731","doi":"10.1111/fwb.12507","title":"Assessing the effects of <scp>guppy</scp> life history evolution on nutrient recycling: from experiments to the field","year":2014,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Wildlife Ecology and Conservation","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Science Foundation","keywords":"Guppy; Poecilia; Biology; Predation; Ecology; Population; Ecosystem; Nutrient; Life history theory; Aquatic ecosystem; Zoology; Life history; Fishery; Fish <Actinopterygii>; Demography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002966916,0.00009490986,0.0001156717,0.00002130287,0.000131577,0.000007378839,0.0002833938,0.0001282706,0.0001872862],"category_scores_gemma":[0.0009672527,0.00005371451,0.00003844014,0.00005098893,0.0001377257,0.00005747046,0.0001291229,0.0001285217,0.0002819919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323632,"about_ca_system_score_gemma":0.00001081627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006293238,"about_ca_topic_score_gemma":0.0002604069,"domain_scores_codex":[0.9989428,0.0003858559,0.0001685686,0.0002326179,0.00008236375,0.0001878103],"domain_scores_gemma":[0.9981461,0.001400269,0.00009807012,0.0003048538,0.000006524137,0.00004421319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002481042,0.0001306966,0.7187514,0.000005564915,0.00003365797,8.446252e-7,0.001877556,0.0001075318,0.06638173,0.001231872,0.2095721,0.001882254],"study_design_scores_gemma":[0.0003009932,0.000465444,0.500076,0.00001924575,0.00001688216,4.068919e-7,0.00008720264,0.0005433984,0.03100282,0.002477092,0.4649542,0.00005636861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909786,0.0001098696,0.00392339,0.002222465,0.001397259,0.0002189564,0.000002139301,0.00001776982,0.001129559],"genre_scores_gemma":[0.988775,0.000003685083,0.0002611101,0.01042088,0.0001605101,0.00006157178,0.00001221746,0.000005801948,0.0002992757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2553821,"threshold_uncertainty_score":0.362453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01547485275984806,"score_gpt":0.2507554986381174,"score_spread":0.2352806458782694,"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."}}