{"id":"W2156815062","doi":"10.5751/es-01821-110215","title":"Quantifying Expected Ecological Response to Natural Resource Legislation: a Case Study of Riparian Buffers, Aquatic Habitat, and Trout Populations","year":2006,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Riparian zone; Habitat; Ecology; Trout; Resource (disambiguation); Legislation; Aquatic ecosystem; Geography; Environmental science; Biology; Fishery; Fish <Actinopterygii>","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":[0.01857542,0.0005704916,0.0006418286,0.001634934,0.0006671536,0.001850176,0.001715832,0.001902984,0.001210322],"category_scores_gemma":[0.05361372,0.000415203,0.001430917,0.002421105,0.001694322,0.00283098,0.001791075,0.001447772,0.0001143125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004019408,"about_ca_system_score_gemma":0.001507326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01827043,"about_ca_topic_score_gemma":0.02772763,"domain_scores_codex":[0.9906926,0.00710905,0.0003300183,0.000779322,0.0007329163,0.0003561398],"domain_scores_gemma":[0.9056651,0.0793458,0.00856406,0.003020221,0.002357051,0.001047741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007553409,0.0008270034,0.7874765,0.0002024318,0.001047018,0.001218305,0.001692029,0.1539111,0.001537815,0.01071826,0.0009815861,0.03963269],"study_design_scores_gemma":[0.000127084,0.001334718,0.5837115,0.00009765198,0.0006624414,0.0008181534,0.003412892,0.3829147,0.003771002,0.02022434,0.002733438,0.0001921256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865984,0.0002399386,0.01022535,0.0006099648,0.000004883007,0.00007035839,0.0003852979,0.00003235324,0.001833297],"genre_scores_gemma":[0.993425,0.00007816801,0.006048357,0.00005718213,0.000003889727,0.00003931344,0.0001476049,0.00001147939,0.0001890635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01857542,"threshold_uncertainty_score":0.09823734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02450149688314548,"score_gpt":0.2725447667588347,"score_spread":0.2480432698756892,"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."}}