{"id":"W2031096339","doi":"10.4296/cwrj2802173","title":"Instream Flow Assessment: From Holistic Approaches to Habitat Modelling","year":2003,"lang":"en","type":"article","venue":"Canadian Water Resources Journal / Revue canadienne des ressources hydriques","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Streamflow; Environmental science; Habitat; Hydroelectricity; Environmental flow; Surface runoff; Water resources; Water resource management; Resource (disambiguation); Hydrology (agriculture); Environmental resource management; Computer science; Ecology; Geography; Drainage basin","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006993455,0.0009542624,0.0004841115,0.001682726,0.0002857382,0.001650529,0.001091014,0.0005031996,0.002031005],"category_scores_gemma":[0.00119244,0.0002610056,0.000641255,0.001520297,0.000607806,0.001451963,0.001457872,0.0004482162,0.000228714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000903242,"about_ca_system_score_gemma":0.001050144,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01896894,"about_ca_topic_score_gemma":0.02008138,"domain_scores_codex":[0.9997255,0.0001344037,0.00001825526,0.00003744343,0.00006365394,0.00002071219],"domain_scores_gemma":[0.9997035,0.0001242703,0.00003993072,0.00003195539,0.00006975453,0.00003067635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001216578,0.00002249434,0.007845168,0.00008001426,0.000100663,0.00007763055,0.0001456477,0.9281039,0.0005689783,0.009243488,0.001176078,0.05262365],"study_design_scores_gemma":[0.000004945093,0.00003410205,0.004952902,0.00005664235,0.00003540358,0.00005085126,0.0002224259,0.9737366,0.0002057452,0.01696422,0.003714038,0.00002209402],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2368488,0.002035611,0.7222466,0.001794576,0.0001298693,0.0003205391,0.002773657,0.00104305,0.03280726],"genre_scores_gemma":[0.8629081,0.00196497,0.1294922,0.0001466823,0.00009203872,0.0003568256,0.0009639447,0.0001031792,0.003972054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9810311,"threshold_uncertainty_score":0.03771704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0553445614531939,"score_gpt":0.2066899761380057,"score_spread":0.1513454146848118,"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."}}