{"id":"W1825258429","doi":"10.1111/j.1558-5646.2011.01298.x","title":"EVOLUTION IN EXTREME ENVIRONMENTS: REPLICATED PHENOTYPIC DIFFERENTIATION IN LIVEBEARING FISH INHABITING SULFIDIC SPRINGS","year":2011,"lang":"en","type":"article","venue":"Evolution","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Texas A and M University","keywords":"Biology; Poecilia; Poeciliidae; Ecology; Ecological speciation; Genetic algorithm; Population; Habitat; Colonization; Zoology; Genetic variation; Fish <Actinopterygii>; Fishery; Genetics","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":[0.0003550066,0.0001347943,0.0001358607,0.0001390866,0.0001259611,0.000006913589,0.0001371108,0.00009487059,0.0005967994],"category_scores_gemma":[0.00008853505,0.0001527245,0.00002833501,0.0003204627,0.0001044372,0.0004626381,0.0002763378,0.0001688083,0.0002932981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112805,"about_ca_system_score_gemma":0.000003334715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002102119,"about_ca_topic_score_gemma":0.01096081,"domain_scores_codex":[0.9986954,0.00008420065,0.000310374,0.0004158179,0.0001566078,0.000337574],"domain_scores_gemma":[0.9996216,0.00002048742,0.0001265091,0.0001983752,0.000002465408,0.00003057895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002623393,0.0001703902,0.9944528,0.00000709766,0.000005482667,0.000003359467,0.0006132061,0.000266841,0.003373269,0.0005468779,0.0002217501,0.0003126742],"study_design_scores_gemma":[0.0004594464,0.00003367741,0.9936587,0.00002665924,0.000009586774,6.859082e-7,0.0002053001,0.002582645,0.0002174853,0.00258216,0.00007409516,0.0001495346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842681,0.00002330475,0.004527083,0.0001001548,0.0001044478,0.0003163359,6.420689e-7,0.00004947972,0.01061046],"genre_scores_gemma":[0.9991711,0.00002593105,0.0002393068,0.00008416328,0.00001768215,0.00007450231,0.000009147164,0.00001073609,0.0003674058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01490303,"threshold_uncertainty_score":0.6534535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569053158475012,"score_gpt":0.1900592940990707,"score_spread":0.1643687625143206,"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."}}