{"id":"W4240479216","doi":"10.1002/9780470015902.a0026282","title":"Functional Traits","year":2016,"lang":"en","type":"other","venue":"Encyclopedia of Life Sciences","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Trent University","funders":"","keywords":"Trait; Ecology; Categorical variable; Biology; Trait theory; Organism; Phenotypic trait; Big Five personality traits; Computer science; Phenotype; Psychology; Machine learning; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001277153,0.001193331,0.000568564,0.002428464,0.001306063,0.002544939,0.001367489,0.001285662,0.1769978],"category_scores_gemma":[0.004875686,0.0002520408,0.001051679,0.002434439,0.0007128946,0.001930495,0.001972641,0.0009658374,0.07867473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047396,"about_ca_system_score_gemma":0.0009904744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003860293,"about_ca_topic_score_gemma":0.003958221,"domain_scores_codex":[0.998473,0.0002375437,0.0001349903,0.0003536357,0.0005680395,0.0002328912],"domain_scores_gemma":[0.9974553,0.0005154385,0.0003449615,0.0004605074,0.0009646774,0.0002591093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005134898,0.0002301946,0.08950263,0.001910908,0.0002345036,0.001086235,0.002468929,0.001770651,0.009286085,0.07686449,0.3144161,0.5017157],"study_design_scores_gemma":[0.00003442594,0.0001263454,0.06206632,0.0003804045,0.00008389331,0.001503678,0.0009984958,0.0008144035,0.001491603,0.01502223,0.9173863,0.00009191568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08827482,0.004144531,0.03944599,0.004918177,0.001836101,0.0007866442,0.1020592,0.004641245,0.7538934],"genre_scores_gemma":[0.4013313,0.003043129,0.04241766,0.003794733,0.0005128254,0.001040395,0.08752661,0.00212867,0.4582046],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1769978,"threshold_uncertainty_score":0.5921165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01187445262261939,"score_gpt":0.2404247391614066,"score_spread":0.2285502865387872,"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."}}