{"id":"W6931336440","doi":"10.5281/zenodo.2579373","title":"dacostalab/scbursts: v1.4","year":2019,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Work (physics); Identification (biology); Term (time); Product (mathematics)","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":[0.0004071835,0.0002468402,0.0002803091,0.0004017723,0.0006143982,0.0003945508,0.0007184112,0.000221298,0.06853481],"category_scores_gemma":[0.0006331721,0.0002574933,0.00008303492,0.0003471107,0.00007770991,0.0001041451,0.0005610237,0.0003142348,0.03613715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533572,"about_ca_system_score_gemma":0.000004307234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000301804,"about_ca_topic_score_gemma":0.000001115745,"domain_scores_codex":[0.9982302,0.0002201271,0.0003113565,0.0004452618,0.000465396,0.0003276851],"domain_scores_gemma":[0.9984843,0.00003893674,0.0003153978,0.0007727609,0.0002603192,0.000128283],"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":[0.00001100837,0.00007365194,0.00000144938,0.0002427404,0.00004847614,0.000003920401,0.0002092119,0.000004510423,0.00004978892,0.03674865,0.9419122,0.02069433],"study_design_scores_gemma":[0.0003937472,0.00006849069,0.00004759902,0.0001677251,0.00003472532,0.0000379428,0.00004814889,0.0002005751,0.0000122762,0.001721942,0.996992,0.0002748089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008384841,0.0001205138,0.004247957,0.0003153481,0.0002875426,0.0008021725,0.0005849873,0.001768982,0.9917886],"genre_scores_gemma":[0.005004431,0.0001684107,0.002897764,0.0001529465,0.0007739286,7.606715e-8,0.008826327,0.02042222,0.9617539],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05507976,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06580481637445332,"score_gpt":0.2997122839407764,"score_spread":0.2339074675663231,"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."}}