{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007790008,0.001601667,0.001030529,0.003069163,0.003344375,0.008206304,0.001721252,0.003957927,0.9492399],"category_scores_gemma":[0.004456775,0.001029474,0.00115075,0.002494882,0.001190215,0.003057132,0.004181249,0.002431574,0.9146011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00172969,"about_ca_system_score_gemma":0.002747949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01217653,"about_ca_topic_score_gemma":0.02333485,"domain_scores_codex":[0.9993454,0.00008807649,0.00003035074,0.0001091008,0.000287702,0.0001393112],"domain_scores_gemma":[0.9976236,0.0004071658,0.0001044881,0.0003493602,0.0007993716,0.0007159014],"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":[0.00006941809,0.00004659004,0.00009736041,0.0001955369,0.000004444014,0.00005222726,0.00003886423,0.0000471865,0.0001939866,0.003201,0.9290339,0.06701946],"study_design_scores_gemma":[0.0000230295,0.00002647486,0.0003729814,0.0001276981,0.000002677965,0.00003723179,0.00005303561,0.00006986834,0.0001029915,0.001030166,0.9981463,0.000007443978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002011343,0.00026323,0.0001894702,0.0005417641,0.0003583588,0.00009813913,0.003058705,0.0009743343,0.994315],"genre_scores_gemma":[0.0004782012,0.0001042475,0.00009038432,0.0002277829,0.00003527599,0.00002655139,0.000825472,0.0002451361,0.9979668],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05076009,"threshold_uncertainty_score":0,"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."}}