{"id":"W1984021026","doi":"10.1111/fwb.12391","title":"Patterns of lake occupancy by fish indicate different adaptations to life in a harsh Arctic environment","year":2014,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Bureau of Land Management; Natural Sciences and Engineering Research Council of Canada; U.S. Fish and Wildlife Service; National Science Foundation","keywords":"Occupancy; Coregonus; Grayling; Ecology; Arctic; Sculpin; Fishery; Salmo; Fish migration; Habitat; Biology; Colonisation; Fish <Actinopterygii>","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001232082,0.0001239381,0.0002104284,0.00005842743,0.00005343108,0.000003429053,0.0002035337,0.00006344307,0.003056868],"category_scores_gemma":[0.00004042208,0.0001002031,0.00002913453,0.00004865487,0.000112143,0.00003502948,0.0003683419,0.00008026358,0.0003226491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003987322,"about_ca_system_score_gemma":0.000001211396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003166247,"about_ca_topic_score_gemma":0.07365073,"domain_scores_codex":[0.9990067,0.0001051269,0.0002401558,0.000295549,0.00006535225,0.0002870509],"domain_scores_gemma":[0.9996293,0.00004274089,0.00006904998,0.0001897827,0.000001630334,0.00006756541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001260695,0.0001292562,0.9842491,0.000008159063,0.00001713747,6.905688e-7,0.0002858011,0.00007801424,0.0008778519,0.00006119296,0.0138695,0.0004106623],"study_design_scores_gemma":[0.0003001602,0.0001780511,0.9246587,0.000005613078,0.00001145472,2.014972e-7,0.00002549158,0.00005776414,0.0002684225,0.0004481661,0.07393993,0.0001061083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948409,0.000004427569,0.001418885,0.002785735,0.00009310601,0.0002381288,0.0001613822,0.00001319199,0.0004442557],"genre_scores_gemma":[0.9963284,0.00004854129,0.0001902234,0.002686902,0.00001302666,0.0001256275,0.0001039948,0.000006880423,0.0004963901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0733341,"threshold_uncertainty_score":0.9978545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020596374162043,"score_gpt":0.2073551292061296,"score_spread":0.1971491654645091,"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."}}