{"id":"W7161970584","doi":"10.82308/37454","title":"Forecasting the impacts of climate change with non-stationary models of regional population density","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Niche; Climate change; Population; Context (archaeology); Environmental factor; Distribution (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000718208,0.0004460912,0.0004216983,0.0006261932,0.0002650968,0.0007037136,0.0008049104,0.0008629885,0.001063282],"category_scores_gemma":[0.003112009,0.0004184397,0.0009639931,0.000700043,0.0003042424,0.0008081618,0.0004452899,0.0007084784,0.0002352829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008726773,"about_ca_system_score_gemma":0.0007829618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0580577,"about_ca_topic_score_gemma":0.0559355,"domain_scores_codex":[0.9998558,0.00005672706,0.000007521356,0.00003993029,0.00002029134,0.00001980293],"domain_scores_gemma":[0.998998,0.0007012374,0.0001102628,0.00005819438,0.00008054395,0.00005178493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002564673,0.00001612244,0.009429517,0.00001315476,0.00002433785,0.00001806622,0.00001644692,0.9856718,0.0002933,0.0005811548,0.0001063715,0.003804164],"study_design_scores_gemma":[0.0000021361,0.000008964103,0.001759133,0.000001909212,0.000004830631,0.000003734642,0.000008965855,0.9976619,0.00008400609,0.0003603687,0.0001009222,0.000003050749],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8657621,0.0006091056,0.1277919,0.0005809112,0.00007301698,0.00004872512,0.001094202,0.0004276974,0.003612347],"genre_scores_gemma":[0.978626,0.0003373697,0.01854749,0.00003600647,0.0000218593,0.00004662815,0.0005028982,0.00003386494,0.001847882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0580577,"threshold_uncertainty_score":0.1154395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08090408306454541,"score_gpt":0.2650062903908063,"score_spread":0.1841022073262609,"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."}}