{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003203928,0.003408094,0.001764356,0.00148726,0.0013157,0.00422783,0.005928573,0.002794904,0.3024662],"category_scores_gemma":[0.01511471,0.004355607,0.003190954,0.001017489,0.001292511,0.006659011,0.008039593,0.005771785,0.3450601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001590996,"about_ca_system_score_gemma":0.001949964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004793104,"about_ca_topic_score_gemma":0.004249522,"domain_scores_codex":[0.9979365,0.0002677216,0.0001688615,0.0005567608,0.0007085419,0.0003617043],"domain_scores_gemma":[0.9964492,0.001057509,0.0002044269,0.001177912,0.0008384219,0.0002724511],"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":[0.0003313094,0.00004753101,0.001305992,0.0006543716,0.00007674406,0.0001539155,0.0002922831,0.0006287316,0.002172919,0.003539892,0.9522923,0.03850403],"study_design_scores_gemma":[0.0002488645,0.00006510177,0.001974654,0.0003454551,0.00005860308,0.0003617362,0.0001056897,0.004866973,0.0138327,0.008414795,0.9695042,0.0002213128],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0004605351,0.0001609675,0.02858663,0.0002396022,0.0003180659,0.00006310286,0.007829986,0.9553124,0.007028654],"genre_scores_gemma":[0.008328917,0.0001944654,0.02440956,0.0007606421,0.0000867382,0.0002950853,0.02299281,0.923188,0.01974377],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3024662,"threshold_uncertainty_score":0.9949473,"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."}}