{"id":"W4414257578","doi":"10.1649/0010-065x-79.3.528","title":"BOOK REVIEW","year":2025,"lang":"en","type":"article","venue":"The Coleopterists Bulletin","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005298667,0.0009010212,0.0008467242,0.0028597,0.001719748,0.003890905,0.001067018,0.001641252,0.5551605],"category_scores_gemma":[0.002576678,0.0003960223,0.0005191196,0.002809128,0.0005381669,0.001828408,0.001352419,0.001942279,0.5121719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001421702,"about_ca_system_score_gemma":0.00269502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00985041,"about_ca_topic_score_gemma":0.03188863,"domain_scores_codex":[0.999443,0.00004854849,0.00001200931,0.00005935762,0.0003808346,0.00005622493],"domain_scores_gemma":[0.9985206,0.0001965259,0.00005233417,0.0001021591,0.0007849971,0.0003433705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000559166,0.0000102481,0.0000275556,0.00004295355,9.078882e-7,0.00001358772,0.000006738374,0.00001878339,0.0000423291,0.0005829309,0.9586196,0.04062878],"study_design_scores_gemma":[0.000002416025,0.0000044716,0.0001068379,0.00005539298,0.000001255166,0.00002112515,0.00001660574,0.00001395474,0.00001774553,0.0002244543,0.9995339,0.000001827157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003013413,0.02095683,0.0005818269,0.007718974,0.01714292,0.0001313613,0.000634254,0.0004996486,0.9520329],"genre_scores_gemma":[0.0003608251,0.003205395,0.0001388291,0.00107081,0.0009192107,0.00001634673,0.0002031054,0.00006034761,0.9940252],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4448395,"threshold_uncertainty_score":0.6345096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005925907238559005,"score_gpt":0.2611326666791873,"score_spread":0.2552067594406283,"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."}}