{"id":"W6949001534","doi":"10.5281/zenodo.12537467","title":"joshspeagle/dynesty: v2.1.4","year":2024,"lang":"en","type":"other","venue":"Edinburgh Research Explorer (University of Edinburgh)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Perimeter Institute; University of Toronto","funders":"","keywords":"Fixed point; Code (set theory); Function (biology); Transformation (genetics); Point (geometry)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001194697,0.0004336382,0.0005945578,0.0007705889,0.0002337138,0.00007688115,0.001401027,0.0006044278,0.8768274],"category_scores_gemma":[0.0001383178,0.0004754852,0.0003533424,0.001637918,0.001848052,0.0002526749,0.001928674,0.001125476,0.01023773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049358,"about_ca_system_score_gemma":0.00007787484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003162762,"about_ca_topic_score_gemma":0.0008921197,"domain_scores_codex":[0.995325,0.0001072007,0.0002446208,0.00109264,0.002176921,0.001053627],"domain_scores_gemma":[0.998161,0.0001181168,0.0001759263,0.0009328168,0.00008536658,0.0005268196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004055597,0.0001367675,0.0002158492,0.00004351536,0.00009594893,0.0002196927,0.001290429,8.899945e-7,0.0003533901,0.000272237,0.9960861,0.001244592],"study_design_scores_gemma":[0.0004354914,0.0001373032,0.0001186761,0.000268332,0.00006018349,0.000006963135,0.01563783,0.00003305598,0.00004389906,0.000971567,0.9818441,0.0004425771],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001303297,0.001109532,0.00007478674,0.001772206,0.001497575,0.0005706256,0.0003453052,0.0003856755,0.992941],"genre_scores_gemma":[0.003952564,0.002850891,0.0001209701,0.00004598108,0.0007228691,0.000006899892,0.0001902286,0.0002824551,0.9918271],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8665896,"threshold_uncertainty_score":0.9997697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0983496273085821,"score_gpt":0.3114992805245531,"score_spread":0.213149653215971,"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."}}