{"id":"W4251903201","doi":"10.11646/3891","title":"&lt;p class=\"HeadingRunIn\"&gt;&lt;strong&gt;Using various lines of evidence to identify &lt;em&gt;Chironomus&lt;/em&gt; species (Diptera: Chironomidae) in eastern Canadian lakes&lt;/strong&gt;&lt;/p&gt;","year":2013,"lang":"en","type":"article","venue":"Zootaxa","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Chironomidae; Biology; Chironomus; Ecology; Larva","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001105029,0.001258719,0.001522299,0.0009432794,0.0008790406,0.0006240567,0.002548478,0.000748925,0.0127386],"category_scores_gemma":[0.0002887592,0.0013013,0.0004571084,0.001165412,0.001071885,0.002420887,0.001669406,0.0007791459,0.007872729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002562434,"about_ca_system_score_gemma":0.0004707135,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05369781,"about_ca_topic_score_gemma":0.8214551,"domain_scores_codex":[0.9916827,0.0004591951,0.00166746,0.002094091,0.001150053,0.00294647],"domain_scores_gemma":[0.9956934,0.0002417597,0.0007550584,0.001621057,0.000141286,0.001547465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004691661,0.001119299,0.6570748,0.0003953503,0.0005567668,0.000668149,0.01420234,0.03757451,0.1997742,0.001903201,0.06858785,0.01767438],"study_design_scores_gemma":[0.002831,0.0009062822,0.6756395,0.0006887692,0.00033513,0.0001109063,0.001083308,0.0381891,0.003192669,0.0002189381,0.2737207,0.003083763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847278,0.0004877025,0.0003899027,0.0015729,0.001716958,0.001608689,0.0002371012,0.0001463717,0.009112553],"genre_scores_gemma":[0.9853175,0.00009971853,0.001769473,0.0008664292,0.000465255,0.00009101788,0.0001093892,0.0001377998,0.01114339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7677573,"threshold_uncertainty_score":0.9989437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03326224476703853,"score_gpt":0.2380688525139038,"score_spread":0.2048066077468653,"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."}}