{"id":"W2950218198","doi":"10.82308/37735","title":"Aquatic community monitoring following the exclusion of cattle from a small watercourse in eastern Ontario","year":2011,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forestry; Geography; Riparian zone; Benthic zone; Ecology; Habitat; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001773683,0.0001260541,0.000167245,0.000466418,0.001296663,0.0004632121,0.0003785664,0.0002009842,0.0008218227],"category_scores_gemma":[0.0005349957,0.000139698,0.0001248841,0.0006363173,0.0004346709,0.0001832446,0.0004570771,0.0002524831,0.0001185482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005212371,"about_ca_system_score_gemma":0.003587754,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7731023,"about_ca_topic_score_gemma":0.9589272,"domain_scores_codex":[0.9997743,0.00001982113,0.000007996015,0.00003519834,0.0000865423,0.00007619914],"domain_scores_gemma":[0.999397,0.00003015611,0.0001528791,0.00001519008,0.0002564609,0.0001482403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002901934,0.0001442709,0.9573179,0.00005281519,0.00003284089,0.0005250283,0.004328385,0.0001518692,0.02037358,0.0000289111,0.0003882308,0.01636604],"study_design_scores_gemma":[0.000001644736,0.00004747567,0.9984188,0.00000336218,0.000004182182,0.00001579021,0.0008988185,0.00005342626,0.0002307223,0.000003413808,0.0003206181,0.000001761382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990947,0.00002624462,0.00004682117,0.00002162759,0.00000124224,0.00001957583,0.0001273421,0.000002480854,0.0006601099],"genre_scores_gemma":[0.9973991,0.00008590886,0.0002785171,0.00002951569,0.000001907428,0.00002671382,0.0003028165,0.000001422702,0.001874172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2268977,"threshold_uncertainty_score":0.4564677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04610987978323287,"score_gpt":0.2219720132289588,"score_spread":0.1758621334457259,"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."}}