{"id":"W4413005736","doi":"10.1093/conphys/coaf057","title":"Conservation physiology of freshwater fishes: an illustration of pressing questions and implications for management","year":2025,"lang":"en","type":"article","venue":"Conservation Physiology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of Manitoba; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Freshwater fish; Habitat; Biology; Biodiversity; Habitat destruction; Wetland; Ecology; Population; Freshwater ecosystem; Conservation biology; Climate change; Habitat fragmentation; Fishery; Environmental resource management; Environmental planning; Fish <Actinopterygii>; Ecosystem; Geography; Environmental science","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":[0.0001349507,0.00008707082,0.0001748582,0.00006447855,0.0001701093,0.000004004058,0.0001034448,0.00007351013,0.00006374491],"category_scores_gemma":[0.00005040247,0.00008581327,0.00002566969,0.0001436089,0.0004427088,0.0001894788,0.0001165175,0.00003452883,0.000001527276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002172182,"about_ca_system_score_gemma":0.000009169718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000124079,"about_ca_topic_score_gemma":0.001415915,"domain_scores_codex":[0.9992399,0.000073182,0.0002908313,0.0002478294,0.00002992084,0.0001183198],"domain_scores_gemma":[0.9993988,0.0001529643,0.0001799681,0.0002017503,0.00005241175,0.00001413705],"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":[0.0002092043,0.0003926467,0.2433209,0.0003816532,0.000216675,9.497421e-8,0.0005097028,0.001163784,0.533304,0.1276063,0.09071532,0.002179655],"study_design_scores_gemma":[0.0003673193,0.00008534073,0.9487302,0.00001453254,0.00005449707,1.826457e-7,0.0001082224,0.001801959,0.001464956,0.04294611,0.004362415,0.00006427019],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851996,0.00001993709,0.006223214,0.006238864,0.00009130912,0.0006131157,0.00003341421,0.00002617858,0.001554324],"genre_scores_gemma":[0.9924564,0.0000743006,0.004477133,0.002022706,0.000009396422,0.0002516296,0.0001533006,0.000004564161,0.0005505077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7054093,"threshold_uncertainty_score":0.3499364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149307729604135,"score_gpt":0.270576109286069,"score_spread":0.2490830319900276,"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."}}