{"id":"W4386422911","doi":"10.1093/biosci/biad067","title":"A metasystem approach to designing environmental flows","year":2023,"lang":"en","type":"article","venue":"BioScience","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche; National Science Foundation","keywords":"Biological dispersal; Environmental flow; Environmental resource management; Biodiversity; Ecology; Computer science; Environmental science; Biology","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":[0.00847099,0.0009672822,0.0006698374,0.00212186,0.001801896,0.005435369,0.003033266,0.001869522,0.0130319],"category_scores_gemma":[0.009484889,0.000751755,0.001900506,0.001359954,0.005073397,0.004425835,0.005586605,0.003128359,0.0007824734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003620844,"about_ca_system_score_gemma":0.005534792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004053762,"about_ca_topic_score_gemma":0.007591465,"domain_scores_codex":[0.9964029,0.002321844,0.0002328503,0.0004636231,0.0003980699,0.0001807966],"domain_scores_gemma":[0.9932441,0.004186567,0.0004523024,0.000827115,0.0007676977,0.0005221462],"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":[0.00002209261,0.00006997467,0.001519775,0.0001821447,0.00009704354,0.0001722388,0.0007361121,0.1263107,0.0009124656,0.8511328,0.001376942,0.01746762],"study_design_scores_gemma":[0.00003995915,0.00007993518,0.0003852196,0.0002000644,0.00007899811,0.00007183632,0.0007899898,0.2622366,0.0006407895,0.7030958,0.0323488,0.00003200347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00827072,0.0002928864,0.9702277,0.002512592,0.000121779,0.0002516161,0.0001574486,0.00032013,0.01784511],"genre_scores_gemma":[0.2450927,0.0004016377,0.7488565,0.0003817203,0.00008161165,0.0009850311,0.0001903839,0.000169115,0.003841219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0130319,"threshold_uncertainty_score":0.04479945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02165618570933646,"score_gpt":0.2095431386005943,"score_spread":0.1878869528912579,"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."}}