{"id":"W2132068163","doi":"10.1007/s10980-009-9383-3","title":"Confronting collinearity: comparing methods for disentangling the effects of habitat loss and fragmentation","year":2009,"lang":"en","type":"article","venue":"Landscape Ecology","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":351,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Environment and Climate Change Canada; Carleton University","funders":"","keywords":"Collinearity; Landscape ecology; Fragmentation (computing); Habitat fragmentation; Ecology; Nature Conservation; Geography; Habitat; Sustainable development; Habitat destruction; Biology; Mathematics; Statistics","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":[0.291124,0.004528916,0.005100866,0.008317155,0.002698186,0.006645597,0.006431133,0.005598355,0.002094054],"category_scores_gemma":[0.6062908,0.002192126,0.007290716,0.00766878,0.006755108,0.01058227,0.007978618,0.008127276,0.0006882436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002141179,"about_ca_system_score_gemma":0.00427315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004525645,"about_ca_topic_score_gemma":0.006302787,"domain_scores_codex":[0.5326962,0.4255275,0.01202205,0.01231434,0.01583373,0.001606093],"domain_scores_gemma":[0.0859509,0.8898246,0.00851434,0.009314685,0.005217875,0.0011775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.02843761,0.002400174,0.2289981,0.006014182,0.1006885,0.0005171059,0.01563728,0.05301433,0.002788913,0.02729534,0.008332076,0.5258765],"study_design_scores_gemma":[0.009566379,0.01918799,0.1783221,0.00188791,0.02263655,0.001360702,0.009237988,0.6132786,0.004574673,0.1304875,0.007892997,0.001566587],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2407736,0.007867131,0.7441131,0.001955066,0.0009294283,0.001376255,0.0007752707,0.0007734227,0.001436773],"genre_scores_gemma":[0.5298423,0.002854369,0.4602716,0.000895142,0.0005011511,0.003033883,0.001128342,0.0007387398,0.0007344526],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.291124,"threshold_uncertainty_score":0.8741703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007330592101495395,"score_gpt":0.2896623369024088,"score_spread":0.2823317448009134,"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."}}