{"id":"W4313703388","doi":"10.1101/2023.01.05.522924","title":"A parametric model for estimating the timing and intensity of animal migration","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Wildlife Ecology and Conservation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Nunavut; University of British Columbia; University of Victoria; Government of Alberta; University of Alberta","funders":"","keywords":"Buteo; Ursus; Bird migration; Geography; Population; Grizzly Bears; Wildlife; Ecology; Arctic; Predation; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004719639,0.001031761,0.001140666,0.001229012,0.0005450994,0.00153094,0.002898233,0.002074458,0.003024184],"category_scores_gemma":[0.01651409,0.0009275082,0.001668147,0.001004488,0.001644891,0.001640207,0.001412087,0.002435054,0.0005916904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001425236,"about_ca_system_score_gemma":0.001012214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02216407,"about_ca_topic_score_gemma":0.01128519,"domain_scores_codex":[0.9985815,0.0006042316,0.00007194055,0.0004401985,0.00009609327,0.0002060484],"domain_scores_gemma":[0.9895731,0.00798557,0.001101609,0.0004968554,0.0006479808,0.0001949794],"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":[0.00006625267,0.00003519267,0.008760899,0.0000286368,0.00004760451,0.00006923033,0.00008026105,0.9804715,0.0003175295,0.004408748,0.0003699424,0.005344301],"study_design_scores_gemma":[0.000006416341,0.00002206936,0.001126821,0.000008576601,0.000008342908,0.00001916779,0.0000167587,0.9965088,0.00006834933,0.002040991,0.0001633008,0.0000104588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2619519,0.0004525991,0.7321269,0.0009305396,0.00008474906,0.0001413655,0.001584831,0.0005031111,0.00222405],"genre_scores_gemma":[0.9537681,0.0001885592,0.03916259,0.0001279339,0.00004381706,0.0002890878,0.001219134,0.00007663039,0.005124219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02216407,"threshold_uncertainty_score":0.04407012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03936614960798972,"score_gpt":0.2402976129019706,"score_spread":0.2009314632939809,"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."}}