{"id":"W7034068673","doi":"","title":"Statistical modeling of cumulative impacts of human activity on reindeer habitat. Identification of important habitat areas and scenario analysis for impact assessment and land planning.","year":2022,"lang":"en","type":"report","venue":"ORBi (University of Liège)","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disturbance (geology); Habitat; Threatened species; Fragmentation (computing); Cumulative effects; Landscape connectivity; Habitat destruction; Identification (biology); Impact assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003491201,0.0001921796,0.0008429131,0.0001901691,0.0001526854,0.000007513557,0.00009374812,0.0000548005,0.00005738625],"category_scores_gemma":[0.000004678582,0.0001917153,0.0002521726,0.000151111,0.0002967189,0.00009358917,0.0001647317,0.0001634638,3.804797e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001056112,"about_ca_system_score_gemma":0.0001686418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00770018,"about_ca_topic_score_gemma":0.00007699568,"domain_scores_codex":[0.9987836,0.00005019801,0.000335187,0.0002927058,0.0003973178,0.0001409253],"domain_scores_gemma":[0.9984012,0.0002102386,0.0008748522,0.0001946638,0.0002464758,0.00007257115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005447801,0.0006641006,0.9492235,0.0004425094,0.004722157,0.000002961514,0.002035851,0.002155618,0.003424956,0.03653321,0.00006374438,0.000186608],"study_design_scores_gemma":[0.00279517,0.002324167,0.8708559,0.0004354544,0.005040761,8.745681e-7,0.006212082,0.03747429,0.002338027,0.07183457,0.000004457286,0.000684205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822258,0.00008792917,0.01197381,0.00001564482,0.00002096924,0.0002873038,0.001854791,0.000003439598,0.003530328],"genre_scores_gemma":[0.9992851,0.00002180726,0.0002444557,3.846654e-7,0.00001510703,0.000001407082,0.0003578975,0.00001158433,0.00006225943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07836756,"threshold_uncertainty_score":0.9989076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03554300655504495,"score_gpt":0.3437838379281416,"score_spread":0.3082408313730967,"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."}}