{"id":"W2474561515","doi":"10.1002/etc.3485","title":"ET&C Best Paper of 2015","year":2016,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Taxon; Vulnerability (computing); Trait; Terminology; Ecology; Sensitivity (control systems); Invertebrate; Biology; Computer science; Philosophy; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003902213,0.0008223166,0.00108091,0.001629317,0.002239067,0.01083974,0.002377429,0.004432989,0.4452481],"category_scores_gemma":[0.01190589,0.0003700957,0.0009066525,0.001209417,0.001126109,0.004056191,0.003729346,0.003239383,0.3277113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003260575,"about_ca_system_score_gemma":0.004753018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003075671,"about_ca_topic_score_gemma":0.006810073,"domain_scores_codex":[0.9966617,0.0003009043,0.0001674898,0.0003894696,0.001955908,0.0005245442],"domain_scores_gemma":[0.991033,0.0006282188,0.000280087,0.0004959272,0.004230232,0.003332437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003715185,0.00002127916,0.0001136295,0.00004376552,0.000004188842,0.00003865345,0.000006912479,0.00005242965,0.00007378586,0.001694962,0.9730443,0.02486881],"study_design_scores_gemma":[0.00000933919,0.00001973463,0.0002837713,0.00005265607,0.000002453766,0.00004110918,0.00002386106,0.0001126866,0.0001126167,0.001317231,0.9980167,0.000007703337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001596515,0.006325211,0.003503937,0.09478443,0.2710875,0.0006036925,0.008031005,0.00183442,0.6122333],"genre_scores_gemma":[0.005714788,0.002214961,0.001329991,0.008758396,0.01703769,0.0001089399,0.002936808,0.0006670361,0.9612313],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4452481,"threshold_uncertainty_score":0.7912862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007541941800309334,"score_gpt":0.2263132712823682,"score_spread":0.2187713294820589,"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."}}