{"id":"W2083302245","doi":"10.1007/s10750-005-0543-4","title":"Small scale application and assessment of a Index of Biotic Integrity for a large boreal river","year":2005,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Manitoba Hydro","keywords":"Ecology; Index of biological integrity; Boreal; Biotic index; Scale (ratio); Index (typography); Environmental science; Biotic component; Abiotic component; Biology; Geography; Invertebrate; Habitat; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002050316,0.00005856291,0.0001263868,0.00001975556,0.00003828093,0.000002011974,0.0001105463,0.0000879693,0.0001330692],"category_scores_gemma":[0.000007049076,0.0000494337,0.00002968866,0.00005177287,0.0002275197,0.00004736821,0.0001476714,0.00006427104,0.00001274147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004552239,"about_ca_system_score_gemma":0.000006064165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006155759,"about_ca_topic_score_gemma":0.002846068,"domain_scores_codex":[0.9995272,0.00002408113,0.0001200963,0.0001638812,0.00003080268,0.0001339892],"domain_scores_gemma":[0.9997631,0.00002904103,0.00007401813,0.0001000198,0.000007303814,0.00002654292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002569261,0.0001724386,0.9756113,0.00002165846,0.00001065362,1.335758e-7,0.0001861363,0.0001432786,0.02021249,0.0003992771,0.0005125185,0.002704434],"study_design_scores_gemma":[0.000685611,0.0002377061,0.9174819,0.000004268693,0.0000164806,0.000001870078,0.00005655646,0.0685835,0.009538274,0.0006827015,0.002620908,0.0000902289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915187,0.00000774603,0.007169263,0.0001000143,0.00001673687,0.0002236317,0.00007654,0.000008957313,0.0008784244],"genre_scores_gemma":[0.9921868,0.000007600895,0.007605787,0.00009984709,0.000006354398,0.000008456863,0.00003642233,0.000002140968,0.00004663245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06844021,"threshold_uncertainty_score":0.2015848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600257078467692,"score_gpt":0.2353360611981994,"score_spread":0.2193334904135225,"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."}}