{"id":"W2008825007","doi":"10.1007/s12064-014-0202-2","title":"Estimation of species extinction: what are the consequences when total species number is unknown?","year":2014,"lang":"en","type":"article","venue":"Theory in Biosciences","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of British Columbia","funders":"University of British Columbia; China Scholarship Council","keywords":"Extinction (optical mineralogy); Global biodiversity; Estimation; Ecology; Species diversity; Habitat; Biology; Statistics; Mathematics; Paleontology","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001143178,0.00009685435,0.0001342416,0.00003052051,0.0003080146,0.00005825097,0.000284049,0.00004167941,0.002532682],"category_scores_gemma":[0.0002102142,0.00006092014,0.00003400707,0.0002654725,0.003803786,0.0005607198,0.0001157938,0.00007433898,0.000124726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003666301,"about_ca_system_score_gemma":0.00000889829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002186352,"about_ca_topic_score_gemma":0.0005039278,"domain_scores_codex":[0.9989561,0.0002100591,0.0002123375,0.0002171429,0.000234579,0.0001697099],"domain_scores_gemma":[0.9991693,0.0004749392,0.0001684131,0.0001535472,0.0000123788,0.00002142723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004579961,0.000150016,0.6834732,0.0000233905,0.00001952605,0.000002034933,0.02123666,0.008428154,0.002854428,0.2698053,0.0007972235,0.0131643],"study_design_scores_gemma":[0.0001456628,0.00007319753,0.7108139,0.00004383272,0.00001172197,0.00001162453,0.02113281,0.006926447,0.003171413,0.2561056,0.001393176,0.0001706506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611195,0.00006852682,0.0005285106,0.00386113,0.0004161572,0.0001100065,0.00000241225,0.00001566774,0.03387805],"genre_scores_gemma":[0.996004,0.0001197829,0.000337323,0.0004309916,0.00002266918,0.00001070955,6.863266e-7,0.000002287633,0.003071477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03488453,"threshold_uncertainty_score":0.9989073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01346550908335243,"score_gpt":0.2395912290993249,"score_spread":0.2261257200159725,"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."}}