{"id":"W4403954090","doi":"10.1007/978-3-031-72963-8_1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on power electronics","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"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":[0.00009388714,0.0007585836,0.0005391771,0.0004155175,0.00006097832,0.00007481965,0.0003138011,0.0005787644,0.002282302],"category_scores_gemma":[0.00005392926,0.0007532742,0.000313389,0.00007371728,0.00006047238,0.00007079212,0.00003560453,0.001560764,0.002450679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019275,"about_ca_system_score_gemma":0.00007289556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.928118e-7,"about_ca_topic_score_gemma":0.00001839133,"domain_scores_codex":[0.9979097,0.000009703701,0.0003516336,0.0006938359,0.0003912083,0.0006439285],"domain_scores_gemma":[0.9988412,0.0001673463,0.00006178721,0.0007875714,0.0000410503,0.0001010339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000138975,0.00002274316,9.453702e-8,0.0003932944,0.001773296,0.00008690245,0.0001732575,0.005049921,0.003245815,0.448779,0.1928457,0.3474911],"study_design_scores_gemma":[0.00004727995,0.0001018519,4.072654e-7,0.0001324817,0.0001747164,0.00003138388,0.000001868243,0.001508413,0.005761303,0.03898115,0.9525405,0.0007186887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002907207,0.04241661,0.01745719,0.001789961,0.005419412,0.0006828949,0.00009355841,0.003374942,0.9287364],"genre_scores_gemma":[0.1283411,0.008146211,0.000377103,0.0006235506,0.003291886,0.0001571567,0.000110095,0.001858149,0.8570948],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7596948,"threshold_uncertainty_score":0.9994918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003369556318373906,"score_gpt":0.1832791614081176,"score_spread":0.1799096050897437,"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."}}