{"id":"W4411352699","doi":"10.1007/s42974-025-00257-2","title":"The beauty of bees of the world","year":2025,"lang":"en","type":"article","venue":"Community Ecology","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Animal ecology; Entomology; Beauty; Geography; Ecology; Biology; Zoology; Art; Aesthetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000747893,0.00003481537,0.00008465888,0.00003860426,0.0003924234,0.000002800345,0.0007115375,0.00004007994,0.0002853401],"category_scores_gemma":[0.000171506,0.00001951468,0.00003519924,0.0002885949,0.0004797791,0.0000127946,0.0001478056,0.0002669181,0.00001378358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001196237,"about_ca_system_score_gemma":0.00006567088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007533866,"about_ca_topic_score_gemma":0.01931051,"domain_scores_codex":[0.9989647,0.0007096269,0.000143547,0.00003880208,0.00003362265,0.0001097191],"domain_scores_gemma":[0.9974993,0.001896637,0.00009655128,0.0004553926,0.0000427702,0.000009279203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000494876,0.0002861159,0.7060322,0.00001214313,0.00003948462,7.731658e-8,0.004660151,0.000003090739,0.0006750459,0.2274676,0.05606581,0.004708768],"study_design_scores_gemma":[0.00006430881,0.00004067262,0.9615017,0.000006400287,0.000008601253,8.875492e-7,0.002769831,0.000004387512,0.0003722016,0.008451072,0.02676265,0.00001729891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.882821,0.0001034598,0.000005816055,0.003857664,0.001270157,0.0000813314,0.000004989798,0.000004718903,0.1118509],"genre_scores_gemma":[0.9878954,0.000006106978,0.00001345662,0.0003178418,0.00001139483,0.000008527677,0.000001661149,0.000001057243,0.01174457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2554695,"threshold_uncertainty_score":0.9985845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04271092823159388,"score_gpt":0.3580911597253872,"score_spread":0.3153802314937934,"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."}}