{"id":"W4386486992","doi":"10.21468/scipost.report.7283","title":"Report on 2206.15118v2","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":"University of Waterloo; Perimeter Institute","funders":"Institut Périmètre de physique théorique; Government of Canada; Ministry of Colleges and Universities; Innovation, Science and Economic Development Canada","keywords":"Computational biology; Biology","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":["insufficient_payload"],"category_scores_codex":[0.000965702,0.000717767,0.001065076,0.001071354,0.001460973,0.003749408,0.001494874,0.001900246,0.8638182],"category_scores_gemma":[0.002988323,0.0002512431,0.000285638,0.002082809,0.0004855178,0.001539538,0.002391043,0.001565279,0.8709288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128439,"about_ca_system_score_gemma":0.001007599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002302774,"about_ca_topic_score_gemma":0.004220826,"domain_scores_codex":[0.9991117,0.0001652915,0.00002814691,0.000208923,0.000362892,0.0001230314],"domain_scores_gemma":[0.9987167,0.0001395274,0.00006527793,0.0002483709,0.0004806966,0.0003494207],"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":[0.0001015135,0.00007328288,0.000324265,0.0002281022,0.00001649883,0.00008376953,0.00003860241,0.0001934389,0.0009269427,0.007097729,0.8402278,0.1506881],"study_design_scores_gemma":[0.00001131262,0.00001277222,0.0002488096,0.00006466429,0.000002743727,0.00002103304,0.0000232976,0.0001937706,0.0001740189,0.0008645504,0.9983782,0.000004776063],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008883854,0.0009260937,0.001899831,0.003594372,0.002934869,0.0001843691,0.009020937,0.001790335,0.9787608],"genre_scores_gemma":[0.003827322,0.0004957216,0.0008655603,0.00047278,0.0003298894,0.0001028242,0.003995521,0.0005845979,0.9893258],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1361818,"threshold_uncertainty_score":0.1942468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03900987110212452,"score_gpt":0.3581040528360263,"score_spread":0.3190941817339018,"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."}}