{"id":"W2131228867","doi":"10.1111/jeb.12741","title":"Pollen limitation and its influence on natural selection through seed set","year":2015,"lang":"en","type":"article","venue":"Journal of Evolutionary Biology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Pollen; Pollinator; Selection (genetic algorithm); Natural selection; Trait; Population; Ecology; Zoology; Pollination; Demography; Machine learning","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005212263,0.0001665075,0.00018867,0.0005533187,0.0003123608,0.0003787969,0.0003103704,0.0001806923,0.0008594111],"category_scores_gemma":[0.00141941,0.0001544894,0.0002167729,0.0003047437,0.0005709404,0.0002009122,0.0002959094,0.000157968,0.00007489963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000969025,"about_ca_system_score_gemma":0.0004255839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01988694,"about_ca_topic_score_gemma":0.06820917,"domain_scores_codex":[0.9998245,0.00006230684,0.00001129548,0.00003624779,0.00004265538,0.00002305584],"domain_scores_gemma":[0.9988862,0.0005287983,0.0002869433,0.00008715621,0.00009400854,0.0001170148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003148611,0.00004084918,0.9225649,0.00004060777,0.0001578415,0.0002239257,0.0003479094,0.000845761,0.06900036,0.0003425985,0.000066728,0.00605362],"study_design_scores_gemma":[0.000003855503,0.0000327117,0.9986374,0.000002245539,0.00001383801,0.00004545556,0.00003702891,0.0005628408,0.0005121416,0.00008004724,0.00006888143,0.000003454528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995288,0.00006512585,0.00006734443,0.00001008149,4.479322e-7,9.534922e-7,0.00002185374,0.000001518439,0.0003037816],"genre_scores_gemma":[0.9997697,0.00002458284,0.00007376311,0.000003697647,7.725745e-7,0.000001825729,0.0000270454,0.00000117359,0.00009743716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01988694,"threshold_uncertainty_score":0.03954238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07748659353356349,"score_gpt":0.2638830512306428,"score_spread":0.1863964576970793,"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."}}