{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001034801,0.00009532612,0.00009483878,0.00001701324,0.0001309331,0.00008630131,0.0001210946,0.0000286557,0.0002136808],"category_scores_gemma":[0.00001575415,0.0000901536,0.00001542909,0.000111155,0.0006021103,0.0004718275,0.00008799831,0.00007254633,0.00004769018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002196742,"about_ca_system_score_gemma":0.00003534663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005675064,"about_ca_topic_score_gemma":0.00003157225,"domain_scores_codex":[0.9992182,0.000009174491,0.00009899938,0.0002313353,0.0001709553,0.0002713191],"domain_scores_gemma":[0.9996414,0.000007707992,0.00001047579,0.0001907299,0.000007456115,0.0001422598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000579941,0.00002074841,0.00100484,0.00005299743,0.000005982439,0.00002414721,0.0008106894,0.0004315687,0.9742616,0.00277374,0.00006422275,0.02054371],"study_design_scores_gemma":[0.0001808921,0.00005831894,0.06312256,0.00004370568,0.000004805029,0.0001600414,0.001633128,0.002670171,0.8724919,0.0003005111,0.05901719,0.0003168017],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845061,0.0004936945,0.0003703481,0.00009836034,0.0002602322,0.00005870297,0.00001692443,0.0000680942,0.0141275],"genre_scores_gemma":[0.9976277,0.000634175,0.0004784699,0.00004212869,0.00001258875,0.00000509654,0.000003189846,0.000004607952,0.00119202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1017697,"threshold_uncertainty_score":0.3676357,"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."}}