{"id":"W4406829751","doi":"10.4039/tce.2024.42","title":"Three brothers in biology: bugs, birds, books, conservation, and politics","year":2025,"lang":"en","type":"article","venue":"The Canadian Entomologist","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yukon Department of Environment; Yukon University; Royal British Columbia Museum","funders":"","keywords":"Politics; Biology; Zoology; Genealogy; Environmental ethics; Political science; History; Law; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003458704,0.00007042698,0.00007824075,0.0001658247,0.0001870112,0.00002825485,0.0001999733,0.00009387227,0.0002213475],"category_scores_gemma":[0.00007757126,0.00005247704,0.00001147235,0.0002415449,0.0005110439,0.00002357585,0.00001270451,0.0001204992,0.00005379369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001372137,"about_ca_system_score_gemma":0.0003878659,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8254196,"about_ca_topic_score_gemma":0.9326838,"domain_scores_codex":[0.9993212,0.00006592406,0.000117289,0.0001691854,0.00003000642,0.0002964179],"domain_scores_gemma":[0.9995652,0.0001219323,0.0000295596,0.0001723122,0.00002379202,0.00008722188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000004146081,0.000005653832,0.4380455,0.000001665394,0.000006401583,0.000003917335,0.0004475938,3.309575e-7,0.00001735444,0.5357369,0.02489497,0.000835576],"study_design_scores_gemma":[0.0001497854,0.00002838144,0.8124154,0.000008399706,0.000006603173,0.00001501278,0.0005697868,0.00003355974,0.00001081127,0.0776518,0.1090279,0.00008261058],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.879609,0.0009686899,0.0001479513,0.05598718,0.0007586013,0.0003027208,0.00007211269,0.00003068189,0.06212304],"genre_scores_gemma":[0.9883406,0.00001058866,0.00003790618,0.006962128,0.00004590431,0.0000203024,0.00001804783,0.00000329585,0.004561187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4580851,"threshold_uncertainty_score":0.24236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04189296296368579,"score_gpt":0.3306866045600744,"score_spread":0.2887936415963886,"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."}}