{"id":"W4200025067","doi":"10.3996/jfwm-21-011","title":"Efficacy of Visual Encounter Surveys for Coastal Tailed Frog Detection","year":2021,"lang":"en","type":"article","venue":"Journal of Fish and Wildlife Management","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Forests; University of Northern British Columbia","funders":"","keywords":"Habitat; Ecology; STREAMS; Watershed; Sampling (signal processing); Environmental science; Geography; Elevation (ballistics); Hydrology (agriculture); Physical geography; Biology; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004685154,0.00006876673,0.0001567078,0.00003366164,0.00004421216,0.00001383766,0.00006589345,0.00003932595,0.0001882283],"category_scores_gemma":[0.00003009628,0.00005394338,0.00008887642,0.00006916963,0.00007784551,0.00007091436,0.00009502389,0.00005426271,0.000004046407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000270713,"about_ca_system_score_gemma":0.00000612846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007079913,"about_ca_topic_score_gemma":0.0001138853,"domain_scores_codex":[0.9992724,0.00007854773,0.0002716461,0.000112803,0.0001476686,0.0001169108],"domain_scores_gemma":[0.9996177,0.00004698431,0.0001882957,0.00006203506,0.00002186259,0.00006314707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00125219,0.001770482,0.181236,0.0002665637,0.0008445081,0.0002853899,0.0006338219,0.0006610873,0.02981437,0.0001050853,0.2328923,0.5502382],"study_design_scores_gemma":[0.003886725,0.001009937,0.670641,0.00006065716,0.0001199751,0.00008974471,0.0005755739,0.00034372,0.004211431,0.0001385284,0.318734,0.000188695],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830616,0.00002219596,0.01297722,0.00129438,0.0003640498,0.0001510242,0.00000855793,0.00000398294,0.002116963],"genre_scores_gemma":[0.99665,0.0001432977,0.0006249262,0.001718606,0.0001044858,0.000001858433,0.000003601982,0.00000552195,0.0007476752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5500495,"threshold_uncertainty_score":0.2199747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008890304875296988,"score_gpt":0.2368001474610679,"score_spread":0.2279098425857709,"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."}}