{"id":"W2006271118","doi":"10.1371/journal.pone.0091208","title":"Speciation Reversal in European Whitefish (Coregonus lavaretus (L.)) Caused by Competitor Invasion","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Genetic diversity and population structure","field":"Biochemistry, Genetics and Molecular Biology","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Norges Forskningsråd","keywords":"Coregonus lavaretus; Genetic algorithm; Coregonus; Biology; Fishery; Ecology; Fish <Actinopterygii>","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":[0.0001351619,0.0000913917,0.0001069791,0.0000333662,0.00004525779,0.00002086863,0.000123889,0.00008524962,0.00007642868],"category_scores_gemma":[0.00008292845,0.0001007168,0.00002628423,0.00006617419,0.00002257495,0.000003724751,0.00006991543,0.00007574638,0.00005294735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001219408,"about_ca_system_score_gemma":0.000009705959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001997849,"about_ca_topic_score_gemma":0.00008253878,"domain_scores_codex":[0.9992306,0.0001276869,0.0001318587,0.0002226999,0.0001568645,0.0001303077],"domain_scores_gemma":[0.9996195,0.000007130931,0.00006247825,0.0002039301,0.00005071492,0.00005621378],"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":[0.00004782869,0.0002339121,0.1494108,0.00003975379,0.0000461975,0.000002299708,0.0001287125,0.00005511032,0.8394705,0.00007184705,0.009824191,0.0006688153],"study_design_scores_gemma":[0.002692072,0.0004509602,0.5841062,0.0001383102,0.00008400773,0.000002008568,0.00008919899,0.0002420156,0.3667254,0.0001518664,0.04475441,0.0005635841],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929929,0.00006376595,0.0001707838,0.0002239202,0.00007494957,0.0001074162,0.0000216768,0.00001247496,0.00633213],"genre_scores_gemma":[0.9972989,0.0000448453,0.0005843749,0.0003394792,0.0002783535,0.000001261461,0.0004238586,0.00001251747,0.0010164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4727452,"threshold_uncertainty_score":0.4107112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089768366116931,"score_gpt":0.1881223842342861,"score_spread":0.1672247005731168,"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."}}