{"id":"W4390015175","doi":"10.21468/scipost.report.7833","title":"Report on 2106.07792v2","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Quantum Chromodynamics and Particle Interactions","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"Institut Périmètre de physique théorique; Krembil Foundation; Government of Canada; Ministry of Colleges and Universities; Innovation, Science and Economic Development Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008807141,0.0005772763,0.0009494483,0.0008601561,0.001250755,0.003296434,0.001204566,0.001480727,0.8109596],"category_scores_gemma":[0.001706716,0.0002148457,0.0002737473,0.001320624,0.0004832713,0.001191203,0.002354725,0.001397877,0.7654004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005066,"about_ca_system_score_gemma":0.0007704437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001555641,"about_ca_topic_score_gemma":0.003357424,"domain_scores_codex":[0.9993982,0.0001073295,0.00001381055,0.0001345301,0.0002310749,0.0001150038],"domain_scores_gemma":[0.9992214,0.00008035694,0.00004571929,0.0001693526,0.0002210447,0.0002619964],"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":[0.0001551011,0.00009319172,0.0004655775,0.0002522803,0.00002471326,0.000133861,0.00005381726,0.0002881443,0.002757326,0.01762004,0.8213137,0.1568422],"study_design_scores_gemma":[0.00001890458,0.00002826863,0.0004950771,0.00006262651,0.000004454621,0.00004345469,0.00003039963,0.000434434,0.0004002794,0.002201547,0.9962734,0.000007112622],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001960913,0.0007657671,0.002558848,0.003049661,0.002794996,0.000151938,0.008077383,0.002239465,0.9784011],"genre_scores_gemma":[0.01096996,0.0004552891,0.001572136,0.0006133196,0.0004865988,0.0001122829,0.005957218,0.001004198,0.978829],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8109596,"threshold_uncertainty_score":0.2696431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03902749176105966,"score_gpt":0.3581476540143776,"score_spread":0.3191201622533179,"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."}}