{"id":"W2182433370","doi":"10.5751/es-03635-150412","title":"The Trade-off Between Housing Density and Sprawl Area: Minimizing Impacts to Carabid Beetles (Coleoptera: Carabidae)","year":2010,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agriculture and Agri-Food Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Urban sprawl; Ecology; Geography; Biology; Land use","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001293266,0.0004780217,0.0003999675,0.0004939215,0.0004205756,0.0008841678,0.0005938417,0.0007583784,0.002823257],"category_scores_gemma":[0.00326349,0.0002835917,0.0002119929,0.000425749,0.0004069434,0.001274613,0.0008815742,0.0004290543,0.0006152241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005581782,"about_ca_system_score_gemma":0.0004470729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001272415,"about_ca_topic_score_gemma":0.00609921,"domain_scores_codex":[0.9995083,0.000241527,0.00001924688,0.0000549854,0.00009660579,0.00007934315],"domain_scores_gemma":[0.9985036,0.0006365814,0.0003787104,0.00008059366,0.0001127254,0.0002877655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004050033,0.003179423,0.2598125,0.00107753,0.001295791,0.0004715351,0.001095067,0.04091578,0.07870047,0.01932328,0.01149121,0.5785874],"study_design_scores_gemma":[0.0005581843,0.009028093,0.8554282,0.0003809773,0.001091693,0.00153014,0.003272404,0.05380966,0.0189736,0.04076976,0.01497009,0.0001871894],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722229,0.003670218,0.01000992,0.002618731,0.00005777592,0.00005698171,0.0001118811,0.00004189328,0.01120969],"genre_scores_gemma":[0.9943976,0.0004712045,0.00394044,0.0002254104,0.00004432325,0.00002460771,0.00002455637,0.00001048439,0.0008613191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002823257,"threshold_uncertainty_score":0.009444773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008655371146050026,"score_gpt":0.2304784126624856,"score_spread":0.2218230415164356,"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."}}