{"id":"W6948439726","doi":"10.5281/zenodo.10021711","title":"BenchmarkProfiles.jl","year":2019,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Simple (philosophy); Plot (graphics); Identification (biology); Term (time)","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007215568,0.0001358089,0.0001858717,0.000227289,0.002813195,0.0002662321,0.0008525116,0.0002532965,0.1292719],"category_scores_gemma":[0.0008012073,0.0001463014,0.00005869722,0.000327238,0.0005790534,0.00006820211,0.000463584,0.0002869607,0.09082953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001453074,"about_ca_system_score_gemma":0.00001501472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002441357,"about_ca_topic_score_gemma":0.000002959968,"domain_scores_codex":[0.9982703,0.0005490758,0.0001402408,0.000359234,0.0003132829,0.000367829],"domain_scores_gemma":[0.9991068,0.00004387139,0.0001418679,0.0003443811,0.000245845,0.0001172434],"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":[0.000004673086,0.00003333943,0.000006379523,0.00002684206,0.00005541293,0.000001129782,0.005760478,2.075669e-7,0.000005067937,0.01799135,0.9669408,0.009174328],"study_design_scores_gemma":[0.0001359965,0.00003059728,0.0001406982,0.00003510394,0.00001452967,0.000002393176,0.004848114,5.203984e-7,0.000001203378,0.0001826409,0.9944482,0.0001599648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005107372,0.0005503558,0.00007023948,0.001535272,0.0007330567,0.0004484048,0.0001411842,0.001029612,0.9954408],"genre_scores_gemma":[0.004832202,0.001170725,0.00009586207,0.0002615297,0.001150743,6.941368e-8,0.001485293,0.003683381,0.9873202],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03844237,"threshold_uncertainty_score":0.998485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0577522565459214,"score_gpt":0.3187517981616848,"score_spread":0.2609995416157633,"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."}}