{"id":"W1520696439","doi":"10.20381/ruor-13783","title":"Abundance, community composition, and site structure of lotic assemblages in Gatineau Park streams and streams in the Ottawa-Gatineau Region","year":2011,"lang":"en","type":"dissertation","venue":"uO Research (University of Ottawa)","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"STREAMS; River ecosystem; Abundance (ecology); Geography; Ecology; Environmental science; Hydrology (agriculture); Ecosystem; Geology; 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":[0.0002628599,0.0001414611,0.000164636,0.001241924,0.0008658337,0.0006372019,0.000291969,0.0001666134,0.0006250425],"category_scores_gemma":[0.000627402,0.0002088604,0.0001337767,0.00114476,0.0007432562,0.0002242288,0.0004929775,0.0001168771,0.00008634455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157683,"about_ca_system_score_gemma":0.0009577834,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2777294,"about_ca_topic_score_gemma":0.6901235,"domain_scores_codex":[0.9997551,0.0000516018,0.00002626665,0.00006608014,0.00003901563,0.00006202199],"domain_scores_gemma":[0.9993192,0.00007040105,0.0002424644,0.00003230618,0.0001324342,0.0002032029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004845971,0.00001121499,0.9951562,0.00001271895,0.00001577635,0.00005456397,0.001035927,0.0000597099,0.0008579476,0.00001847847,0.00005017539,0.002679012],"study_design_scores_gemma":[0.000001027989,0.00002112649,0.9987593,0.000004717729,0.000004616493,0.00005375501,0.0008919574,0.00008585375,0.0000426012,0.000005019353,0.0001267896,0.000003208541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997632,0.0000268451,0.00001639935,0.000003991428,3.282515e-7,0.000004299994,0.00009065494,0.000001120405,0.00009322398],"genre_scores_gemma":[0.9994141,0.00004232495,0.0001365173,0.000006567283,5.682775e-7,0.00001195263,0.0001870932,7.753623e-7,0.0002001638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7222706,"threshold_uncertainty_score":0.5522256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03188721916038041,"score_gpt":0.2677580605404646,"score_spread":0.2358708413800842,"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."}}