{"id":"W4404708547","doi":"10.14321/aehm.027.02.06","title":"Preface","year":2024,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Water Resources and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001336736,0.0009165586,0.0007447997,0.001675002,0.003211912,0.004524287,0.001719286,0.001727667,0.5976878],"category_scores_gemma":[0.008610279,0.000306086,0.0005575077,0.001663018,0.0008141192,0.004488474,0.003042626,0.003798824,0.3985896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00205933,"about_ca_system_score_gemma":0.002934538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005955886,"about_ca_topic_score_gemma":0.00874335,"domain_scores_codex":[0.9989125,0.0001633574,0.00007027388,0.0002050714,0.0005253294,0.0001235036],"domain_scores_gemma":[0.9967073,0.0005296327,0.0001160435,0.0002879401,0.001744864,0.0006141674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009918016,0.000008109893,0.00004662638,0.00004943441,7.938073e-7,0.0000198537,0.00008234579,0.00001097414,0.00003324219,0.002889892,0.97478,0.02206875],"study_design_scores_gemma":[0.000001666485,0.000004432848,0.0001071088,0.00004914291,4.797641e-7,0.0000209569,0.00008295567,0.000006494858,0.00001677869,0.0005373267,0.9991709,0.000001912457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0007299808,0.007045849,0.002244062,0.03591803,0.1461017,0.0002824061,0.007202938,0.001257826,0.7992172],"genre_scores_gemma":[0.003821234,0.003354493,0.001183948,0.01037759,0.01415303,0.0001520474,0.005507079,0.0007619577,0.9606886],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5976878,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02371604523421469,"score_gpt":0.3255149840232516,"score_spread":0.3017989387890369,"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."}}