{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001531843,0.0001495201,0.0003166837,0.00003747546,0.0008445692,0.0002570024,0.0005731307,0.0002590806,0.0008335304],"category_scores_gemma":[0.00004460754,0.0001077524,0.0001315079,0.001010327,0.0007878761,0.0007628669,0.0003908413,0.0003380436,0.00004193322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005341524,"about_ca_system_score_gemma":0.00005490583,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02218212,"about_ca_topic_score_gemma":0.2328416,"domain_scores_codex":[0.9985308,0.0001914344,0.000279362,0.0004260273,0.0002425433,0.0003298244],"domain_scores_gemma":[0.9995659,0.0001033316,0.0001251514,0.0001067676,0.00003126833,0.00006759686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001961211,0.0003169549,0.9937457,0.00002528192,0.00002433458,0.0006358664,0.0005196864,4.153561e-7,0.00005658931,0.0004069712,0.003125468,0.001123069],"study_design_scores_gemma":[0.0003910026,0.000150741,0.989313,0.00006828675,0.00001789581,0.0000185359,0.003509333,2.324855e-7,0.00008280425,0.0003461266,0.005891803,0.0002102264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921966,0.000530077,7.653139e-8,0.001477298,0.0001527088,0.0002747437,0.0005771452,0.00004770912,0.004743706],"genre_scores_gemma":[0.9981153,0.0002594483,0.00004080312,0.0009814772,0.00005374681,0.000007691287,0.00006920254,6.430262e-7,0.0004716969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2106595,"threshold_uncertainty_score":0.9843293,"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."}}