{"id":"W7161776388","doi":"10.82308/28482","title":"Towards improving species distribution models and vulnerability assessments of Canadian birds","year":2023,"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":"Species distribution; Climate change; Extinction (optical mineralogy); Range (aeronautics); Habitat; Biodiversity; Environmental niche modelling; 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":[0.002222004,0.001110249,0.0006809394,0.002193132,0.001517912,0.0026539,0.003204543,0.0009738968,0.002391442],"category_scores_gemma":[0.008790826,0.0009230602,0.001281561,0.001818352,0.0008050715,0.001890055,0.00155106,0.001693556,0.0004614406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01327958,"about_ca_system_score_gemma":0.01332769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9029096,"about_ca_topic_score_gemma":0.9014605,"domain_scores_codex":[0.9993399,0.0001657916,0.00003289989,0.0001359749,0.0002098904,0.0001155999],"domain_scores_gemma":[0.9971532,0.0009553452,0.0002322225,0.0002054109,0.001253449,0.0002002601],"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":[0.00001851586,0.00001736971,0.0121777,0.00007221149,0.00009992394,0.00003320391,0.0001934914,0.93958,0.0004164222,0.01624132,0.005152572,0.02599719],"study_design_scores_gemma":[0.000007670691,0.000005852737,0.00398736,0.00006543328,0.00002551645,0.00001841318,0.0001082206,0.9758351,0.0001358837,0.01288037,0.006902425,0.00002771862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.30235,0.00465057,0.6312982,0.008033295,0.0003783106,0.000369058,0.01410971,0.003728998,0.03508188],"genre_scores_gemma":[0.7440746,0.003161599,0.2358522,0.000977679,0.0001712855,0.0002596902,0.006773432,0.0006218458,0.008107665],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09709042,"threshold_uncertainty_score":0.1953244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05598941825666355,"score_gpt":0.300320034671951,"score_spread":0.2443306164152874,"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."}}