{"id":"W2509560341","doi":"10.4081/jear.2016.6075","title":"Chironomidae larvae from the lower Athabasca River, AB, Canada and its tributaries including macroscopic subfamily and tribe keys, indices for environmental tolerance and trait-based information for biomonitoring","year":2016,"lang":"en","type":"article","venue":"Journal of Entomological and Acarological Research","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; University of New Brunswick","funders":"","keywords":"Biomonitoring; Chironomidae; Benthic zone; Ecology; Tributary; Biology; Habitat; Larva; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001106722,0.0001245562,0.0002359324,0.00002801624,0.0004874194,0.00005727315,0.0001691535,0.0001624675,0.0001665546],"category_scores_gemma":[0.0004990054,0.00005926949,0.00003466697,0.00004969539,0.0007832597,0.0003376867,0.0002117312,0.0002362588,0.000001558056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009964132,"about_ca_system_score_gemma":0.00003551048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002031277,"about_ca_topic_score_gemma":0.001883256,"domain_scores_codex":[0.99874,0.0001436212,0.0003055437,0.0001928728,0.0002722477,0.0003456906],"domain_scores_gemma":[0.9975853,0.002043994,0.00014031,0.00004827974,0.00001844065,0.0001636968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00169085,0.0001787481,0.9005848,0.00002213003,0.00003906776,0.00002647717,0.0003626825,0.00001074869,0.02523935,0.00009514537,0.0004984167,0.07125163],"study_design_scores_gemma":[0.00210962,0.00153747,0.9894495,0.00002539205,0.00002488818,0.00001568253,0.0001714022,0.0005428379,0.002424338,0.001195081,0.002392579,0.0001112306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967946,0.0005085238,0.0002699674,0.001834469,0.00007869122,0.0003595748,0.0001445905,0.000002979961,0.000006597715],"genre_scores_gemma":[0.9988987,0.000349874,0.0003504256,0.0002587279,0.00007144713,0.00003223025,0.000005216919,0.000002986276,0.00003038694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08886472,"threshold_uncertainty_score":0.3748885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04924857495415993,"score_gpt":0.3026928577097322,"score_spread":0.2534442827555723,"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."}}