{"id":"W6948369146","doi":"10.48660/21100038","title":"Q&A","year":2021,"lang":"uk","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Process (computing); Identification (biology); 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":[0.0001796028,0.0005097772,0.0006274827,0.0002382903,0.00005015323,0.0001073067,0.0004145061,0.000559557,0.603555],"category_scores_gemma":[0.0001315392,0.0005596261,0.0002747434,0.0004838982,0.0001242787,0.00001921455,0.0002247655,0.0004871407,0.5445608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002368701,"about_ca_system_score_gemma":0.0004269327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002778912,"about_ca_topic_score_gemma":0.0006566258,"domain_scores_codex":[0.9977185,0.0001876429,0.0002722422,0.0007562757,0.0004934467,0.0005719149],"domain_scores_gemma":[0.9982691,0.00004861859,0.0002634436,0.001146945,0.00007757874,0.0001942699],"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":[0.000008075946,0.0001829242,0.0005061741,0.0002625453,0.000384164,0.0004104302,0.0002242869,0.000001258905,0.001989508,0.001488145,0.9905544,0.003988088],"study_design_scores_gemma":[0.0003766112,0.00001906026,0.0008582551,0.0008658008,0.000158342,0.00002308896,0.00005094029,0.0000146298,0.0001967017,0.00007906593,0.9967687,0.0005888064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009979126,0.02473925,0.00001437333,0.0001244483,0.001596929,0.000253619,0.0002894298,0.0001752196,0.9727069],"genre_scores_gemma":[0.001546365,0.0003128359,0.0006284263,0.0001970837,0.00232262,0.0000204957,0.0003626067,0.002268751,0.9923408],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05899411,"threshold_uncertainty_score":0.9996855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02535179998538038,"score_gpt":0.2744864392681441,"score_spread":0.2491346392827638,"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."}}