{"id":"W6912808494","doi":"10.5281/zenodo.5558688","title":"BEST SERVICE OR PANEL UPGRADES BY KATO ELECTRICAL INC","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diverse Research and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Best practice; Service (business); Plan (archaeology); Space (punctuation)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003289735,0.0001221623,0.0001216826,0.0001273981,0.001699048,0.001622595,0.001991183,0.00005589819,0.004739616],"category_scores_gemma":[0.0004231667,0.0001174695,0.00003692928,0.001996153,0.00007131833,0.0004442679,0.002157937,0.0002772112,0.01750729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001114789,"about_ca_system_score_gemma":0.00002553938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000293198,"about_ca_topic_score_gemma":9.738424e-7,"domain_scores_codex":[0.9980055,0.0002714467,0.0001862533,0.0005273133,0.0005261373,0.0004833113],"domain_scores_gemma":[0.9980206,0.00005101087,0.00005211082,0.0006802828,0.0008657117,0.0003302755],"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":[0.0000242165,0.000517636,0.000002359937,0.00004151632,0.00004399045,0.00008405257,0.0004934233,0.00001503905,0.0134893,0.04615752,0.7915074,0.1476235],"study_design_scores_gemma":[0.0003143569,0.0001227735,0.00006379773,0.00001147138,0.000004866402,0.0001679863,0.0001408037,0.003762448,0.002351142,0.0003654388,0.9925421,0.0001528197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02042901,0.001104155,0.4355718,0.04214929,0.0002456172,0.001724841,0.0009867662,0.005024956,0.4927636],"genre_scores_gemma":[0.907272,0.002337034,0.02187418,0.006012728,0.0006745275,0.000001276461,0.006978854,0.003302503,0.05154682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8868431,"threshold_uncertainty_score":0.9996006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06402563604099601,"score_gpt":0.2641762113754388,"score_spread":0.2001505753344428,"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."}}