{"id":"W2068861615","doi":"10.2166/wst.2006.320","title":"Development and implementation of a watershed management plan for Lac la Biche, Alberta, Canada","year":2006,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeland College","funders":"","keywords":"Watershed; Riparian zone; Recreation; Environmental planning; Watershed management; Water quality; Water resource management; Geography; Environmental resource management; Environmental science; Business; Environmental protection; Political science; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002142315,0.0000972111,0.00009687118,0.0001641274,0.0001567006,0.00001852304,0.0002968661,0.00004035347,0.00001444186],"category_scores_gemma":[0.000001593006,0.00006906768,0.000009595458,0.0003102547,0.000440102,0.0001107725,0.0003035186,0.000032456,0.000005529037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001697059,"about_ca_system_score_gemma":0.00002953709,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.147135,"about_ca_topic_score_gemma":0.2203628,"domain_scores_codex":[0.9989045,0.000005017115,0.0002011899,0.0003071954,0.0002093522,0.0003727039],"domain_scores_gemma":[0.9997571,0.000007762304,0.00004180699,0.000150263,0.000009528042,0.00003360912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001900539,0.0000643415,0.9462279,0.00004268376,0.0000119273,0.00001097665,0.00141116,0.0001724066,0.01791146,0.005831204,0.0006651752,0.02763177],"study_design_scores_gemma":[0.001048758,0.00008495585,0.07043428,0.000009953151,0.00001907101,0.0000184961,0.00160302,0.0005749222,0.765438,0.01098294,0.1494472,0.0003384081],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971986,0.000002667233,0.0004621969,0.0009867505,0.00005316371,0.0002510577,0.000002956026,0.00002277389,0.001019816],"genre_scores_gemma":[0.9926548,0.000001595242,0.006886759,0.00004594008,0.000003156599,0.0000646656,0.00001513163,0.000005292948,0.0003226832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8757936,"threshold_uncertainty_score":0.8585443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003759494869597063,"score_gpt":0.1965307810112348,"score_spread":0.1927712861416378,"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."}}