{"id":"W3158213793","doi":"10.3390/w13091203","title":"The Fate of Stationary Tools for Environmental Flow Determination in a Context of Climate Change","year":2021,"lang":"en","type":"article","venue":"Water","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Institut National de la Recherche Scientifique","funders":"","keywords":"Context (archaeology); Climate change; Flow (mathematics); Environmental science; Quality (philosophy); Computer science; Environmental resource management; Ecosystem; Ecology; Geography; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.06041316,0.002345542,0.002527958,0.005465144,0.001668745,0.01051081,0.006191593,0.004608539,0.004040851],"category_scores_gemma":[0.1394849,0.001396871,0.001813674,0.005204838,0.0149331,0.02153961,0.007552282,0.009451019,0.002291089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002228606,"about_ca_system_score_gemma":0.003294582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003593602,"about_ca_topic_score_gemma":0.002380328,"domain_scores_codex":[0.9720252,0.01943802,0.001213475,0.00295759,0.004015025,0.0003508064],"domain_scores_gemma":[0.8019952,0.1538554,0.006631858,0.02327366,0.01237484,0.001868959],"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":[0.00007881952,0.00007359522,0.006140189,0.0007898728,0.0001973261,0.0001249428,0.001435894,0.01192182,0.0005425645,0.7373799,0.00823723,0.2330779],"study_design_scores_gemma":[0.00001631855,0.00008508671,0.001539283,0.000916149,0.0000439351,0.0001210217,0.0008401562,0.05430777,0.0005746999,0.9082034,0.03323308,0.0001191195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006751007,0.01741691,0.9490917,0.01767012,0.000918016,0.0001027144,0.0004241753,0.000580165,0.007045177],"genre_scores_gemma":[0.1236771,0.01435853,0.8514038,0.003223927,0.002820373,0.000569609,0.0005191585,0.0006450787,0.002782478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06041316,"threshold_uncertainty_score":0.3194992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838479262841861,"score_gpt":0.2254434737854938,"score_spread":0.2070586811570752,"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."}}