{"id":"W4310079955","doi":"10.1007/s10641-022-01367-w","title":"A framework for functional fish passage decision-making","year":2022,"lang":"en","type":"article","venue":"Environmental Biology of Fishes","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Energie NB Power (Canada); University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada; New Brunswick Innovation Foundation","keywords":"Provisioning; Plan (archaeology); Adaptive management; Ecosystem services; Fish <Actinopterygii>; Paradigm shift; Environmental resource management; Business; Ecosystem management; Ecosystem; Environmental planning; Ecology; Computer science; Fishery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005125844,0.001341883,0.001181802,0.001711337,0.001929957,0.005821339,0.004237547,0.003176335,0.0192632],"category_scores_gemma":[0.01037052,0.0008049376,0.002219552,0.002015765,0.005014848,0.006962536,0.002450716,0.002834152,0.001920783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00336457,"about_ca_system_score_gemma":0.003914331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01322911,"about_ca_topic_score_gemma":0.01047719,"domain_scores_codex":[0.9966589,0.001646931,0.000221437,0.0005978718,0.0005036624,0.0003712311],"domain_scores_gemma":[0.9946795,0.003481983,0.00034667,0.0003673829,0.0007229924,0.0004014235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000141731,0.00003331976,0.0003765762,0.00003919249,0.00002673812,0.00009021672,0.0002522851,0.03385153,0.0001532445,0.9557684,0.001032322,0.008362098],"study_design_scores_gemma":[0.00001249422,0.00002502502,0.0001504134,0.00002232446,0.0000157761,0.00004387296,0.0001489558,0.08210675,0.00008171472,0.9137584,0.003620963,0.0000132147],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005395809,0.0002549346,0.9589624,0.003111825,0.00009616675,0.0001212478,0.0002035864,0.000117735,0.03173621],"genre_scores_gemma":[0.408099,0.0004978928,0.5782126,0.0004960141,0.0001851734,0.0007774717,0.0003808585,0.00009582615,0.01125529],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0192632,"threshold_uncertainty_score":0.06444186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012232754644539,"score_gpt":0.23309151362079,"score_spread":0.220858758976251,"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."}}