{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001059761,0.001057908,0.0003798481,0.00180466,0.00168774,0.003125634,0.0008630728,0.001802461,0.6557593],"category_scores_gemma":[0.002971473,0.0006043919,0.0005126037,0.001334789,0.0004054905,0.002378596,0.001778665,0.001888062,0.5296441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093201,"about_ca_system_score_gemma":0.002075349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00329156,"about_ca_topic_score_gemma":0.0134403,"domain_scores_codex":[0.9987974,0.00008945931,0.00004886391,0.0001836039,0.0007188693,0.0001617884],"domain_scores_gemma":[0.9973403,0.0001622806,0.00009089532,0.0003353483,0.001165098,0.0009060137],"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":[0.00002689635,0.00002565922,0.0001344089,0.00003913561,0.000001627675,0.00006253792,0.00002051873,0.00004887917,0.0005636524,0.001116007,0.937149,0.06081164],"study_design_scores_gemma":[0.000006451286,0.00001262556,0.0002985274,0.00001909039,0.000001388652,0.00007291998,0.00002423501,0.0000672176,0.0001527618,0.0002272208,0.9991135,0.000004174943],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00138007,0.001414843,0.00310709,0.006192039,0.007066031,0.0001352829,0.001337954,0.004177784,0.975189],"genre_scores_gemma":[0.001971842,0.0005862805,0.0008135415,0.000684972,0.0005560642,0.00001817568,0.0005791974,0.0006812051,0.9941088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3442407,"threshold_uncertainty_score":0.4910175,"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."}}