{"id":"W4328029252","doi":"10.21468/scipost.report.6025","title":"Report on 2205.11542v1","year":2022,"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","funders":"Institut Périmètre de physique théorique; 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":[0.0007914165,0.0006015122,0.00109295,0.0008774942,0.001313397,0.002608006,0.001178552,0.001438474,0.687462],"category_scores_gemma":[0.001839422,0.0002127948,0.0002329277,0.001596887,0.0005105861,0.001215394,0.002008746,0.001288051,0.556335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001339663,"about_ca_system_score_gemma":0.0008475169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002284665,"about_ca_topic_score_gemma":0.004343217,"domain_scores_codex":[0.9994342,0.0001417777,0.00001230715,0.0001378847,0.0001692838,0.0001045322],"domain_scores_gemma":[0.9993339,0.00009618172,0.00004711865,0.0001500388,0.0001782406,0.0001944391],"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":[0.0002152558,0.0001209312,0.0004963424,0.0003995913,0.00003206594,0.0001304694,0.00006739311,0.0005895004,0.00258287,0.02635807,0.8126155,0.156392],"study_design_scores_gemma":[0.00003044574,0.00003727701,0.0006531419,0.0001266212,0.000008059105,0.00005298217,0.00004113546,0.001672958,0.0005184572,0.00465701,0.9921899,0.00001195367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004685888,0.001786915,0.005005182,0.006147567,0.003589883,0.0002150171,0.01282375,0.003636025,0.9621097],"genre_scores_gemma":[0.03318571,0.001403288,0.004018348,0.001105886,0.0007858856,0.0002576079,0.0124877,0.001253594,0.945502],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.687462,"threshold_uncertainty_score":0.4457974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767786296861881,"score_gpt":0.3406475552338379,"score_spread":0.3129696922652191,"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."}}