{"id":"W3084084897","doi":"","title":"Beetles in the city: Ground beetles (Coleoptera: Carabidae) in Coquitlam, British Columbia as indicators of human disturbance","year":2021,"lang":"en","type":"article","venue":"Biodiversity Heritage Library (Smithsonian Institution)","topic":"Forest Ecology and Biodiversity Studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas College","funders":"","keywords":"Habitat; Ground beetle; Disturbance (geology); Ecosystem; Geography; Ecology; Sustainability; Biodiversity; Fragmentation (computing); Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002700172,0.0002417324,0.0002657434,0.001987386,0.002212804,0.001115906,0.0007554149,0.0004347507,0.003983916],"category_scores_gemma":[0.0007599066,0.00034066,0.0001488229,0.003449353,0.0006171612,0.0003343245,0.0007194119,0.0006870041,0.0005646971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009099231,"about_ca_system_score_gemma":0.006984452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.987111,"about_ca_topic_score_gemma":0.9976231,"domain_scores_codex":[0.999679,0.00004136539,0.00002087996,0.00004715348,0.0001088247,0.0001028539],"domain_scores_gemma":[0.9990095,0.00005764034,0.0001375574,0.00002266804,0.0004687461,0.0003038723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006778989,0.00005956517,0.985166,0.00005736166,0.0000405757,0.000115533,0.001652058,0.0001199785,0.0004112255,0.00003797439,0.004465237,0.007806771],"study_design_scores_gemma":[0.000002654547,0.000005318243,0.9972759,0.00001319782,0.000007199714,0.00002490012,0.001807612,0.00006429017,0.00003115723,0.000003686911,0.0007601673,0.000003972967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933197,0.0005658974,0.00004843514,0.0001916515,0.00001440611,0.00002685698,0.003504494,0.0000123123,0.002316154],"genre_scores_gemma":[0.9898148,0.0008260243,0.0001602322,0.000120942,0.000008000301,0.00003647844,0.002403004,0.000008954991,0.006621537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01288903,"threshold_uncertainty_score":0.06601983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261944450608621,"score_gpt":0.1882543584490624,"score_spread":0.1756349139429761,"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."}}