{"id":"W7137482127","doi":"","title":"INVESTIGATION OF THE HABITAT AND CLIMATE DRIVERS OF COLLARED PIKA DISTRIBUTION AND VULNERABILITY","year":2025,"lang":"en","type":"other","venue":"SHAREOK (University of Oklahoma)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pika; Climate change; Habitat; Precipitation; Species distribution; Vulnerability (computing); Vulnerability assessment; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003125383,0.0002293273,0.0005594349,0.0002231663,0.000162664,0.000008768437,0.0003388509,0.0003040439,0.0002782032],"category_scores_gemma":[0.0001529034,0.0002487728,0.0001300854,0.0005386702,0.001598732,0.0001330466,0.0005133778,0.0001790071,0.000006547501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001448593,"about_ca_system_score_gemma":0.0002223483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124642,"about_ca_topic_score_gemma":0.00354463,"domain_scores_codex":[0.9986407,0.0002286807,0.0001969717,0.0004025096,0.0003496147,0.0001814932],"domain_scores_gemma":[0.9982172,0.00009925338,0.0008371394,0.0005139277,0.000251066,0.00008136833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004142374,0.0001358791,0.5854214,0.005356875,0.0006643384,0.000008567109,0.002197099,0.000009090768,0.007764635,0.005323941,0.391686,0.001017895],"study_design_scores_gemma":[0.002723702,0.0001436871,0.9720627,0.002257605,0.0008584846,0.000003607884,0.002878318,0.0003101672,0.001409041,0.0007291436,0.01616214,0.0004613976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8819207,0.0006772976,0.0001129631,0.0004416611,0.0002085618,0.00179008,0.05992127,0.000208211,0.05471925],"genre_scores_gemma":[0.982814,0.0002889278,0.0006515619,0.000008396095,0.000014157,6.730089e-7,0.001200652,0.0001060909,0.0149155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3866413,"threshold_uncertainty_score":0.9999964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01155890981929634,"score_gpt":0.1982896203735524,"score_spread":0.186730710554256,"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."}}