{"id":"W6931072184","doi":"10.5281/zenodo.4312399","title":"Synapse XT Review: Synapse XT Ingredients - Synapse XT Amazon","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Nucleofection; Ringing; Natural (archaeology)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005763427,0.000523113,0.0006175702,0.000394712,0.0005925029,0.0004281432,0.001405503,0.0003586394,0.03671127],"category_scores_gemma":[0.001389298,0.0005576869,0.0001657853,0.0009392714,0.0002101045,0.0002477838,0.0009348307,0.0008150284,0.01729477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003422705,"about_ca_system_score_gemma":0.000008521703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005193932,"about_ca_topic_score_gemma":0.000001652009,"domain_scores_codex":[0.996961,0.0003397494,0.0005972849,0.0008274427,0.0005921482,0.0006823589],"domain_scores_gemma":[0.9980462,0.00002748693,0.0002390326,0.0009936014,0.0003231497,0.0003704953],"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":[0.00002470936,0.00007303451,8.854657e-7,0.002866275,0.0001554845,0.00004081918,0.000400399,0.0009351509,0.0002653195,0.0003235598,0.9886582,0.006256199],"study_design_scores_gemma":[0.0004316629,0.0001645849,0.00001346704,0.002007318,0.00008871359,0.00005437537,0.000126156,0.002170734,0.00008588035,0.00002625808,0.9942808,0.0005501085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0003454456,0.01167169,0.01498129,0.001797889,0.001156868,0.00358897,0.001538537,0.01041314,0.9545062],"genre_scores_gemma":[0.05173098,0.3956506,0.006535456,0.005870323,0.005646294,0.00000792919,0.06709871,0.1207641,0.3466956],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6078106,"threshold_uncertainty_score":0.9996874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01523257667227497,"score_gpt":0.2086053400122016,"score_spread":0.1933727633399266,"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."}}