{"id":"W3182975753","doi":"","title":"Beetles in the city: Ground beetles (Coleoptera: Carabidae) in Coquitlam, BC as indicators of human disturbance","year":2021,"lang":"en","type":"article","venue":"Journal of the Entomological Society of British Columbia","topic":"Wildlife-Road Interactions and Conservation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas College","funders":"","keywords":"Ground beetle; Habitat; Disturbance (geology); Ecology; Ecosystem; Geography; Sustainability; Biodiversity; Fragmentation (computing); Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002532718,0.0002390198,0.0001747377,0.001090832,0.001570105,0.0007565265,0.0004131189,0.0002469285,0.001789197],"category_scores_gemma":[0.0005014804,0.0001789326,0.00008006296,0.001882061,0.000435556,0.0002353844,0.0005888579,0.0003721643,0.0002615856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003353436,"about_ca_system_score_gemma":0.00136282,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7440478,"about_ca_topic_score_gemma":0.9410392,"domain_scores_codex":[0.999702,0.00004880459,0.00001278442,0.00004892383,0.0001098407,0.0000775355],"domain_scores_gemma":[0.9992653,0.00004929038,0.0002348816,0.00002414272,0.0002829967,0.000143369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005654758,0.00005165718,0.9889634,0.00003559422,0.00002359744,0.0001308424,0.0008270882,0.00009250214,0.001834025,0.00001729751,0.0006822954,0.007285182],"study_design_scores_gemma":[0.000001307501,0.00001066011,0.9989547,0.000005386656,0.00000392334,0.00004668139,0.000570758,0.00005777657,0.00009790781,0.000002347153,0.0002464548,0.000002025805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985083,0.0001928846,0.000043166,0.0000470922,0.000002944194,0.00001453488,0.0004045591,0.000003664323,0.0007829234],"genre_scores_gemma":[0.9978384,0.0002228943,0.000224005,0.00003498975,0.000003315012,0.00002235431,0.000527323,0.000003347978,0.001123367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2559522,"threshold_uncertainty_score":0.5149192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210422335889384,"score_gpt":0.2414489068935078,"score_spread":0.229344683534614,"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."}}