{"id":"W7097703232","doi":"","title":"NRI Benthic Invertebrate Monitoring Program Ecological Integrity of Arctic Streams","year":2015,"lang":"en","type":"article","venue":"","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"STREAMS; Benthic zone; Tundra; Arctic; Biological integrity; Invertebrate; Baseline (sea); Sampling (signal processing)","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":[0.002189874,0.0002760555,0.0002015857,0.001518981,0.0009184674,0.0006347101,0.0006665797,0.0001619747,0.001449733],"category_scores_gemma":[0.002115231,0.0001490143,0.0001282671,0.0009651833,0.0001903055,0.0002483752,0.0005705528,0.0002011175,0.0004384939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002275856,"about_ca_system_score_gemma":0.00444384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2670291,"about_ca_topic_score_gemma":0.5001237,"domain_scores_codex":[0.9989875,0.0001879421,0.00008573998,0.0001402452,0.0004660706,0.0001324725],"domain_scores_gemma":[0.9957693,0.0001242528,0.0006591528,0.0001551542,0.002869399,0.0004227759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003141409,0.0001184468,0.9411754,0.00008525544,0.00004849386,0.00008615066,0.0003944866,0.001546775,0.003483752,0.000181228,0.003912855,0.04865307],"study_design_scores_gemma":[0.0000137884,0.0001936532,0.987268,0.00004262956,0.00002527674,0.00005657563,0.0002833766,0.003100496,0.002330887,0.00004524915,0.006630021,0.000009962449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483966,0.0005492393,0.004549215,0.0002081997,0.00004941423,0.000685052,0.02036588,0.0003809468,0.02481546],"genre_scores_gemma":[0.9493704,0.0005683042,0.01973493,0.00007769652,0.00003099314,0.0005820491,0.01988176,0.00004103443,0.009712817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2670291,"threshold_uncertainty_score":0.5309496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05045170423008264,"score_gpt":0.2600431817507672,"score_spread":0.2095914775206845,"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."}}