{"id":"W4300812930","doi":"10.26443/msurj.v12i1.37","title":"Are species largely redundant? Testing the reliability of increasingly complex trait-based classifications in understanding Canadian Arctic ecosystems","year":2017,"lang":"en","type":"article","venue":"McGill Science Undergraduate Research Journal","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Functional group; Trait; Biology; Ecology; Taxonomic rank; Ecosystem; Arctic; Taxon; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.02210391,0.0006869246,0.0004276879,0.004065453,0.002209522,0.002833599,0.001518045,0.001021766,0.001714238],"category_scores_gemma":[0.07501598,0.0003392842,0.0008621896,0.002844489,0.003934674,0.002090343,0.002158955,0.0008583668,0.0001358888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003739577,"about_ca_system_score_gemma":0.003733455,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2903171,"about_ca_topic_score_gemma":0.3470484,"domain_scores_codex":[0.9924092,0.00277979,0.0006380677,0.001787259,0.001813352,0.000572317],"domain_scores_gemma":[0.8815562,0.0761975,0.01935443,0.007244396,0.01305684,0.00259058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001646039,0.00002045521,0.9839548,0.00007489316,0.0003027304,0.00004806056,0.00169752,0.00129673,0.000687934,0.0003038222,0.0001044579,0.01134393],"study_design_scores_gemma":[0.000009926083,0.00009362764,0.9847868,0.00006004279,0.000140216,0.00007057019,0.00223619,0.0108956,0.0002520292,0.000877519,0.0005530968,0.00002449192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941716,0.0003162328,0.002471635,0.0001619039,0.000009678807,0.00003706157,0.0002332092,0.00001449894,0.002584192],"genre_scores_gemma":[0.9977236,0.00005319675,0.001983092,0.00003216891,0.000008546617,0.00001356889,0.0001172427,0.000003770022,0.00006474157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7096829,"threshold_uncertainty_score":0.5772545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2576295072736616,"score_gpt":0.3544218602760311,"score_spread":0.09679235300236955,"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."}}