{"id":"W4236756587","doi":"10.3897/zookeys.1044.69727","title":"Preface","year":2021,"lang":"en","type":"article","venue":"ZooKeys","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Biography; Biodiversity; Environmental ethics; Diversity (politics); Principal (computer security); Ecology; Work (physics); Sociology; History; Biology; Art history; Anthropology; Philosophy; Computer science; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001188543,0.001067369,0.0008966825,0.002387007,0.002401289,0.00536041,0.001497909,0.001563891,0.5728403],"category_scores_gemma":[0.007134235,0.0003831532,0.0006003233,0.002107606,0.0007085752,0.004105086,0.002561238,0.002846079,0.3770497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001404363,"about_ca_system_score_gemma":0.001965147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001936136,"about_ca_topic_score_gemma":0.003370964,"domain_scores_codex":[0.9989322,0.0001304962,0.00007845374,0.0001975391,0.0005597153,0.0001015583],"domain_scores_gemma":[0.9961068,0.0006799825,0.0001847929,0.0003341323,0.00186595,0.0008282903],"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":[0.0000104489,0.000007536259,0.00005317996,0.00006900293,0.000001115606,0.00001983871,0.00004564606,0.00001478829,0.00006132282,0.001419925,0.97528,0.02301708],"study_design_scores_gemma":[0.000001576662,0.000006398202,0.0001695922,0.00006018232,7.281442e-7,0.00003833521,0.00005849091,0.00001029824,0.00001954596,0.0005246968,0.9991079,0.000002287388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001046287,0.01702418,0.002203851,0.03758671,0.2495563,0.0003296504,0.007692154,0.001484139,0.6830767],"genre_scores_gemma":[0.003403971,0.008806638,0.001220192,0.008661827,0.04535852,0.0001480803,0.007397736,0.0008623224,0.9241407],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5728403,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006401518984808152,"score_gpt":0.2012244045195234,"score_spread":0.1948228855347153,"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."}}