{"id":"W4404708521","doi":"10.14321/aehm.027.02.27","title":"Improving how science informs policy within the Ecosystem Approach","year":2024,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto and Region Conservation Authority","funders":"","keywords":"Ecosystem; Environmental resource management; Science policy; Environmental science; Environmental planning; Ecology; Political science; Biology; Public administration","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0945363,0.0007356009,0.0009192698,0.005248898,0.01258949,0.02974748,0.002773677,0.01425472,0.006794967],"category_scores_gemma":[0.07873347,0.0007941792,0.0009213208,0.003588131,0.06542515,0.03341047,0.02200912,0.01184765,0.0007042626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02815963,"about_ca_system_score_gemma":0.07968517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01605496,"about_ca_topic_score_gemma":0.01793499,"domain_scores_codex":[0.9131438,0.06258668,0.002971803,0.003233359,0.0116458,0.006418597],"domain_scores_gemma":[0.8800102,0.08511999,0.007162203,0.009436625,0.01205243,0.006218519],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002082824,0.00008719135,0.002669165,0.0003483788,0.00004234859,0.0002830955,0.01106139,0.002825371,0.0005342704,0.9537855,0.008067321,0.02027521],"study_design_scores_gemma":[0.00001809021,0.00006381882,0.001698237,0.001013024,0.00003270096,0.00008780538,0.0134114,0.001157136,0.0007719653,0.8038244,0.1778715,0.00004995648],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03420098,0.004527875,0.04391819,0.6481879,0.00104089,0.0002516304,0.00008558862,0.0001572991,0.2676295],"genre_scores_gemma":[0.9377646,0.003043293,0.02366885,0.03036174,0.0003991335,0.0002315489,0.00004563922,0.00007491805,0.004410321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9054637,"threshold_uncertainty_score":0.4999617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085240171125115,"score_gpt":0.2385319269816562,"score_spread":0.227679525270405,"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."}}