{"id":"W4406583277","doi":"10.22621/cfn.v138i1.3459","title":"\"Beetles of the World: a Natural History. A Guide to Every Family Series\" by Maxwell V.L. Barclay and Patrice Bouchard, 2023 [book review]","year":2025,"lang":"en","type":"article","venue":"The Canadian Field-Naturalist","topic":"Environmental and Biological Research in Conflict Zones","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Series (stratigraphy); Natural (archaeology); Natural history; Philosophy; History; Archaeology; Geology; Paleontology; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007622626,0.001982583,0.001070112,0.003258766,0.002244232,0.002784239,0.001241229,0.001510947,0.02955882],"category_scores_gemma":[0.001400498,0.001016948,0.000548565,0.003298421,0.002354166,0.004789607,0.001329598,0.004094831,0.01368754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003038413,"about_ca_system_score_gemma":0.003843082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09265604,"about_ca_topic_score_gemma":0.2124876,"domain_scores_codex":[0.9996439,0.00007246048,0.00002505995,0.00005143517,0.0001735459,0.00003368087],"domain_scores_gemma":[0.9995784,0.0001310434,0.00003692311,0.00001883838,0.0001676244,0.00006711792],"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":[0.000008495808,0.00000527464,0.00008440099,0.0001696084,0.000003739873,0.00002369561,0.0002157966,0.00002617505,0.00006243884,0.003710996,0.9241331,0.07155626],"study_design_scores_gemma":[0.000001488912,0.000004148599,0.0002797673,0.0002524355,0.000002418467,0.00008087714,0.0001258259,0.00001268815,0.00002123274,0.001352131,0.9978628,0.000004242677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000202339,0.9159287,0.001079382,0.03108718,0.01482331,0.00004918994,0.000461156,0.0001514095,0.03621734],"genre_scores_gemma":[0.003774343,0.6366087,0.003317025,0.02362603,0.00631731,0.0001202115,0.0008059457,0.0002085175,0.325222],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09265604,"threshold_uncertainty_score":0.1842334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01029215074941401,"score_gpt":0.2462098315820517,"score_spread":0.2359176808326377,"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."}}