{"id":"W1967022972","doi":"10.1007/s10980-014-0114-z","title":"Potential spread of Great Lakes fishes given climate change and proposed dams: an approach using circuit theory to evaluate invasion risk","year":2014,"lang":"en","type":"article","venue":"Landscape Ecology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Natural Resources","keywords":"Tributary; Environmental science; Habitat; Climate change; STREAMS; Watershed; Drainage basin; Landscape ecology; Hydrology (agriculture); Structural basin; Ecology; Geography; Geology","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":[0.001124646,0.0001435131,0.0002698664,0.00006227419,0.00026041,0.00001145373,0.0001726988,0.000107012,0.0007128305],"category_scores_gemma":[0.00009901372,0.0001182697,0.00002915643,0.00009423993,0.0002088876,0.0001744024,0.0004441174,0.00008239069,0.00004027821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002356507,"about_ca_system_score_gemma":0.000002765453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000593871,"about_ca_topic_score_gemma":0.002090276,"domain_scores_codex":[0.9985373,0.0004570613,0.0001771708,0.0003912925,0.0001092944,0.000327902],"domain_scores_gemma":[0.999486,0.00009690309,0.0001266769,0.0002126009,0.000009748559,0.00006805256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009930236,0.0001206331,0.9921635,0.00004023643,0.00003853851,0.00000354142,0.001134773,0.0005360665,0.0004193285,0.0003058428,0.0006665487,0.004471677],"study_design_scores_gemma":[0.0006094881,0.0004697447,0.9864084,0.00000681164,0.0001297415,0.00000743727,0.0002953172,0.00872336,0.00006923639,0.00285542,0.0002704339,0.0001546605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891389,0.00001081102,0.0008840387,0.0001427465,0.0001609394,0.0005224686,0.00001114794,0.00003212824,0.009096847],"genre_scores_gemma":[0.9985383,0.00008449954,0.0007456372,0.0004150084,0.00006591482,0.00003304088,0.00001093963,0.00001215166,0.00009453339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009399402,"threshold_uncertainty_score":0.7804995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02578487539669248,"score_gpt":0.2382994368094956,"score_spread":0.2125145614128031,"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."}}