{"id":"W2954744331","doi":"10.1111/icad.12368","title":"Voegtlin‐style suction traps measure insect diversity and community heterogeneity","year":2019,"lang":"en","type":"article","venue":"Insect Conservation and Diversity","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Biodome","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Ecology; Hymenoptera; Transect; Diversity (politics); Suction; Species diversity; Biodiversity; Habitat; Biology; Ecosystem; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003276174,0.0001070422,0.0001449112,0.0000119796,0.003346202,0.00003409954,0.0001090676,0.0000785157,0.00005170735],"category_scores_gemma":[0.0000370976,0.00005528284,0.00004144348,0.0001206713,0.00008726589,0.0002147648,0.001017087,0.0001806742,0.00001181875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001808818,"about_ca_system_score_gemma":0.000002603245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067744,"about_ca_topic_score_gemma":0.01461393,"domain_scores_codex":[0.9992918,0.0001876536,0.00007918565,0.0001683084,0.000145124,0.0001279446],"domain_scores_gemma":[0.9995953,0.0001843026,0.00005658543,0.0000263322,0.00006972257,0.00006775343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000102733,0.00004630776,0.9810485,0.00001077463,0.00001853713,0.000001274295,0.0007845014,1.665693e-7,0.01595401,0.00003081019,0.0002033116,0.001799091],"study_design_scores_gemma":[0.0002840975,0.0001647401,0.9972204,0.000009380559,0.00001686911,0.00000644831,0.0006306199,0.00003913401,0.0003101503,0.0001100534,0.001080428,0.0001276996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987467,0.0001019952,8.268725e-7,0.000416265,0.0000526262,0.0001341637,0.0000653457,0.00005984916,0.0004222281],"genre_scores_gemma":[0.999305,0.00009701814,0.000005670759,0.0004730074,0.00002550492,6.083124e-7,0.00002210255,3.437743e-7,0.00007074188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0161719,"threshold_uncertainty_score":0.9979513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1333819448146626,"score_gpt":0.204376751752232,"score_spread":0.07099480693756943,"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."}}