{"id":"W1997914846","doi":"10.1139/f06-161","title":"Spatial and environmental correlates of fish community structure in Canadian Shield lakes","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Groupe de recherche interuniversitaire en limnologie","keywords":"Esox; Community structure; Ecology; Geography; Pike; Biomass (ecology); Beaver; Fishery; Biology; Fish <Actinopterygii>","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002862749,0.00006429596,0.0001273716,0.00008335714,0.0004865094,0.00003092767,0.0001487898,0.00004865438,0.0003641886],"category_scores_gemma":[0.00005322288,0.00005265011,0.00001478701,0.00009573138,0.001815279,0.0001761985,0.00002586565,0.0001401966,5.747945e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006686812,"about_ca_system_score_gemma":0.0001035769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8592644,"about_ca_topic_score_gemma":0.9976255,"domain_scores_codex":[0.9994436,0.00005064145,0.0001530413,0.0000671353,0.00008549475,0.0002000793],"domain_scores_gemma":[0.9996145,0.00008308474,0.00008523651,0.0000371395,0.000001816029,0.0001781708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002008772,0.000004045682,0.9967034,0.000002083824,0.000003014675,0.00001313576,0.00131857,0.00001368882,0.00004677512,0.00001208893,0.000907839,0.0009733018],"study_design_scores_gemma":[0.0001187455,0.0001551258,0.9925357,0.00001254046,0.00000814767,0.00002889625,0.00477218,0.0001176014,0.00004796145,0.0009662431,0.001173665,0.00006326178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997142,0.0001543463,7.588432e-7,0.001444951,0.00007974359,0.00003435152,0.00003514151,4.696203e-7,0.001108269],"genre_scores_gemma":[0.9996471,0.00002574883,0.00007247847,0.0002054041,0.000009684813,1.265568e-7,0.000001627763,0.000001026118,0.0000367901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1383612,"threshold_uncertainty_score":0.6688469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008924011156000384,"score_gpt":0.1697881640760405,"score_spread":0.1608641529200401,"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."}}