{"id":"W4281866006","doi":"10.1111/icad.12593","title":"Does a short Pollard walk transect capture butterfly and bee diversity? A test to inform pollinator monitoring and community science initiatives","year":2022,"lang":"en","type":"article","venue":"Insect Conservation and Diversity","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Espace pour la vie","funders":"","keywords":"Citizen science; Transect; Biodiversity; Butterfly; Ecology; Context (archaeology); Sampling (signal processing); Beta diversity; Species richness; Environmental resource management; Alpha diversity; Population; Geography; Biology; Computer science; Environmental science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01855786,0.0004954209,0.0003359794,0.0008262151,0.0006021319,0.0009949082,0.001063962,0.001392678,0.001335206],"category_scores_gemma":[0.04250054,0.0003291038,0.0006734623,0.0008877081,0.0007061882,0.001394058,0.0008319272,0.000526713,0.000399419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007719172,"about_ca_system_score_gemma":0.0008623304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008596475,"about_ca_topic_score_gemma":0.02347468,"domain_scores_codex":[0.9866071,0.009624328,0.0007814322,0.001201391,0.001411335,0.0003744198],"domain_scores_gemma":[0.9389063,0.03422344,0.01079593,0.005722563,0.009083223,0.001268405],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002067205,0.0008883126,0.9019082,0.0003007877,0.0004656084,0.0001373098,0.001715313,0.008117348,0.02134125,0.000714318,0.001168171,0.06117605],"study_design_scores_gemma":[0.0002145928,0.01081177,0.8929332,0.0002327717,0.0004544645,0.0003001977,0.002094403,0.06734579,0.01841707,0.001084435,0.005988898,0.0001222932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633588,0.0001536122,0.03250139,0.000235946,0.00005575912,0.0008125181,0.0006160558,0.0001007169,0.002165158],"genre_scores_gemma":[0.9483287,0.00005849792,0.04947405,0.0002229906,0.00002605231,0.0009733459,0.0004315757,0.00001984384,0.0004651142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9814422,"threshold_uncertainty_score":0.09814453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07398326362129937,"score_gpt":0.2287748904860615,"score_spread":0.1547916268647621,"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."}}