{"id":"W3180774645","doi":"10.1002/ecs2.3646","title":"Quantifying lost and inaccessible habitat for Pacific salmon in Canada’s Lower Fraser River","year":2021,"lang":"en","type":"article","venue":"Ecosphere","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Raincoast Conservation Foundation; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Liber Ero Foundation; Mitacs; Raincoast Conservation Foundation; Watershed Watch Salmon Society","keywords":"Floodplain; Habitat; Fish migration; STREAMS; Context (archaeology); Stream restoration; Ecology; Environmental science; Current (fluid); Geography; Fishery; Geology; Biology; Oceanography; Archaeology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006985333,0.00008052473,0.000111595,0.000005141924,0.0001140777,0.0000136127,0.00006535232,0.00003087876,0.00420469],"category_scores_gemma":[0.00003040963,0.00007981024,0.00001476795,0.00009089881,0.00005340143,0.00014568,0.0001762572,0.0000600094,0.0001389732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001846856,"about_ca_system_score_gemma":0.00003950124,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09738342,"about_ca_topic_score_gemma":0.9953132,"domain_scores_codex":[0.9993632,0.00001664297,0.000103192,0.0002392382,0.00006806189,0.0002096798],"domain_scores_gemma":[0.9997746,0.00005981955,0.00002829572,0.0001010343,0.000004646939,0.00003156754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001422543,0.00002166292,0.6297494,0.00001738841,0.000008221262,0.00004282356,0.00005954642,0.00006895494,0.00001163789,0.00003986317,0.3690877,0.0008785712],"study_design_scores_gemma":[0.0003389907,0.00002020042,0.9362437,0.00001309016,0.000007431569,5.585775e-7,0.001318584,0.0002465239,0.00009152552,0.0003432693,0.06126326,0.0001129208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9000688,0.0001606158,0.00002958096,0.001385784,0.0002125212,0.0001376373,0.000006426621,0.00000620829,0.09799243],"genre_scores_gemma":[0.9952053,0.0001227139,0.0005957758,0.000798403,0.00001007437,0.00001991623,0.000003604951,0.000007231478,0.003236992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8979297,"threshold_uncertainty_score":0.9967056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357263377937512,"score_gpt":0.2203777387183781,"score_spread":0.2068051049390029,"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."}}