{"id":"W4294299198","doi":"10.26451/abc.09.03.05.2022","title":"Floral Categorization by Bumblebees: The Perceptual and the Functional","year":2022,"lang":"en","type":"article","venue":"Animal Behavior and Cognition","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bumblebee; Categorization; Similarity (geometry); Perception; Foraging; Psychology; Generalization; Cognitive psychology; Communication; Artificial intelligence; Mathematics; Biology; Ecology; Computer science; Pollinator; Pollination; Neuroscience","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002149955,0.0002800395,0.0001860689,0.0003963367,0.0003231113,0.0003935628,0.0002062643,0.0004050506,0.001061903],"category_scores_gemma":[0.0007389822,0.0001256525,0.0002050919,0.0001163421,0.0005579346,0.0005222181,0.0003799733,0.0003200404,0.0001581009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002803997,"about_ca_system_score_gemma":0.00007537582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003240738,"about_ca_topic_score_gemma":0.003823256,"domain_scores_codex":[0.9998863,0.00001974767,0.000006082058,0.00003881472,0.00002417794,0.0000248531],"domain_scores_gemma":[0.999714,0.00005250171,0.0001011234,0.00004085321,0.00003344026,0.00005798964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002970673,0.00009601102,0.07821105,0.0001219538,0.00002600294,0.0002238619,0.001204556,0.0002697448,0.8854539,0.0002498501,0.0001376406,0.0337084],"study_design_scores_gemma":[0.000008173518,0.0004055604,0.9814517,0.00001005682,0.00001381401,0.0002941157,0.0003414275,0.001034902,0.01563898,0.0002088476,0.0005733536,0.00001896674],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992228,0.0001689953,0.000280963,0.0000258807,0.00000173104,0.000003829955,0.00001510089,0.000007579175,0.0002730877],"genre_scores_gemma":[0.9988407,0.00009210038,0.0006512013,0.00002538678,0.000003564573,0.000006747837,0.00005341032,0.00000342629,0.0003233642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003240738,"threshold_uncertainty_score":0.006443739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0357917877696333,"score_gpt":0.1938887729007973,"score_spread":0.158096985131164,"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."}}