{"id":"W2148019161","doi":"10.1007/s00359-015-1041-4","title":"Developmental plasticity in vision and behavior may help guppies overcome increased turbidity","year":2015,"lang":"en","type":"article","venue":"Journal of Comparative Physiology A","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":91,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Division of Graduate Education; Simon Fraser University; National Science Foundation","keywords":"Poecilia; Turbidity; Biology; Opsin; Fish <Actinopterygii>; Aquatic ecosystem; Guppy; Phenotypic plasticity; Ecology; Zoology; Fishery; Rhodopsin; Botany","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002301785,0.0001107386,0.0003192934,0.0000588711,0.00007432132,0.000006010254,0.000114028,0.00004627809,0.0001939002],"category_scores_gemma":[0.00004857409,0.00008353488,0.00002576181,0.00008901706,0.0003705259,0.0002631489,0.0002427166,0.0001805482,0.00005284911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304452,"about_ca_system_score_gemma":0.00001678346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003305382,"about_ca_topic_score_gemma":0.000645723,"domain_scores_codex":[0.9991987,0.0001550145,0.0002502735,0.000126017,0.0001220445,0.0001478908],"domain_scores_gemma":[0.9995769,0.0001329606,0.0001759508,0.00002511534,0.0000188051,0.00007025031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000415503,0.0004681161,0.9564032,0.000005135879,0.00004191169,0.00004429608,0.001535763,0.0002656032,0.01526573,0.0000751801,0.02542395,0.000055597],"study_design_scores_gemma":[0.000961146,0.0003518061,0.9953554,0.000009795391,0.00002056607,0.00002863482,0.0006812935,0.0000640599,0.0005471443,0.00100906,0.0008845344,0.00008661443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977871,0.00002367169,0.00002564807,0.0001663997,0.00008013882,0.0001009606,0.000001767518,0.000004041036,0.001810339],"genre_scores_gemma":[0.9988391,0.00001802581,0.0008465232,0.0002026704,0.00002454002,0.000007135368,7.75878e-7,0.00000230331,0.00005891486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03895213,"threshold_uncertainty_score":0.3406453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04084536165553373,"score_gpt":0.2998246692218753,"score_spread":0.2589793075663416,"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."}}