{"id":"W7132990723","doi":"","title":"Abundance Estimates for the Last Remaining Population of Blue Racer (Coluber constrictor foxii) in Canada","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Endangered species; Abundance (ecology); Population; Habitat; Population size; Distance sampling; Mark and recapture; Critically endangered","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008123678,0.0004871571,0.000852002,0.0002304873,0.0005417581,0.00005398661,0.000323526,0.0002122639,0.001239532],"category_scores_gemma":[0.002039315,0.0004639153,0.0001861996,0.0007117597,0.00004443375,0.0001434913,0.00005694449,0.0004899036,0.000002214249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001450867,"about_ca_system_score_gemma":0.001725844,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.761372,"about_ca_topic_score_gemma":0.9590694,"domain_scores_codex":[0.996642,0.0001574224,0.001442645,0.0004929851,0.0007815612,0.0004833713],"domain_scores_gemma":[0.9923625,0.004607425,0.002039402,0.0005548524,0.0003675595,0.00006825746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001601504,0.0005597287,0.459483,0.009012426,0.000796832,0.00001781314,0.07848343,0.3701107,0.0007713216,0.04712627,0.01031073,0.02172622],"study_design_scores_gemma":[0.002409661,0.0001474386,0.4030665,0.001322448,0.0008383121,0.0000132907,0.03592502,0.5465313,0.0006843491,0.002661973,0.005285124,0.001114609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874517,0.001469648,0.004272835,0.0005201289,0.002093698,0.00339603,0.0002428308,0.00003286978,0.000520316],"genre_scores_gemma":[0.9905036,0.00007360078,0.005389994,0.00005457703,0.0001130508,0.0004038079,0.001687235,0.0001081645,0.001665956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1976974,"threshold_uncertainty_score":0.9997813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03795117980668394,"score_gpt":0.3563720786276105,"score_spread":0.3184208988209266,"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."}}