{"id":"W4248908001","doi":"10.1088/1755-1315/645/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Energy (signal processing); Engineering; Political science; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00188942,0.001209003,0.0009257879,0.002739614,0.003393311,0.005318879,0.001999872,0.001927422,0.4907255],"category_scores_gemma":[0.01208145,0.0004013618,0.0007236666,0.002443272,0.0009472562,0.00400201,0.002796929,0.003514665,0.346532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002552238,"about_ca_system_score_gemma":0.003279613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003529721,"about_ca_topic_score_gemma":0.003529528,"domain_scores_codex":[0.9983174,0.0002672963,0.0001386408,0.0003376156,0.0007679227,0.0001712029],"domain_scores_gemma":[0.9945025,0.0008846401,0.0002109544,0.0005103227,0.003095478,0.0007961966],"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":[0.00004179557,0.00002498817,0.0001450043,0.0001578468,0.000002975218,0.00008468048,0.0002087376,0.00008284012,0.0001614462,0.006351985,0.9480692,0.04466851],"study_design_scores_gemma":[0.000003567832,0.00001729318,0.0002000455,0.0001090804,0.000001379493,0.00008468633,0.0001589613,0.00002697427,0.00006080567,0.001857032,0.9974751,0.000005093366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002278475,0.01138457,0.008492148,0.03078573,0.122679,0.0007840419,0.0136225,0.0022754,0.807698],"genre_scores_gemma":[0.01037114,0.007843906,0.004499518,0.009811393,0.01809569,0.0005772329,0.01573646,0.001204962,0.9318597],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4907255,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007341833884358172,"score_gpt":0.173375648381963,"score_spread":0.1660338144976048,"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."}}