{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003368591,0.003649063,0.002491445,0.005056835,0.0008472122,0.004778915,0.003973559,0.001491086,0.2831046],"category_scores_gemma":[0.01253399,0.00302334,0.002753344,0.004001559,0.000457933,0.003002521,0.003806045,0.002909846,0.2067035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065287,"about_ca_system_score_gemma":0.001613239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003541285,"about_ca_topic_score_gemma":0.003627877,"domain_scores_codex":[0.9975896,0.0003769713,0.0002849559,0.0005993508,0.0008252434,0.0003239482],"domain_scores_gemma":[0.9956383,0.001905166,0.000330669,0.001109223,0.0007662462,0.000250414],"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":[0.0003075695,0.00009717103,0.001634595,0.0007702569,0.0001848158,0.0001018586,0.0001687061,0.00250103,0.001698583,0.005246487,0.9331988,0.05408997],"study_design_scores_gemma":[0.0005352422,0.0001185391,0.005121347,0.0003344575,0.0001371003,0.0003762186,0.00006807843,0.02898763,0.01163799,0.02261181,0.9297379,0.000333739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001606498,0.0002777269,0.07602739,0.0001653087,0.0002064905,0.0001598203,0.1541176,0.7541368,0.0133024],"genre_scores_gemma":[0.01680938,0.0004278556,0.07338374,0.0004753059,0.0001746312,0.001085072,0.2917418,0.590328,0.02557426],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2831046,"threshold_uncertainty_score":0.9470792,"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."}}