{"id":"W4401585461","doi":"10.1007/978-3-031-65906-5_1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in energy","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006541,0.0010348,0.0006015712,0.001925427,0.001373699,0.004801324,0.00165537,0.001817906,0.6324781],"category_scores_gemma":[0.00217888,0.0003781925,0.0005942533,0.001779688,0.0005810581,0.003493287,0.002668949,0.001996874,0.5569016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357057,"about_ca_system_score_gemma":0.002069847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002724245,"about_ca_topic_score_gemma":0.004301266,"domain_scores_codex":[0.9992981,0.0000654289,0.00002379783,0.0001367038,0.0003997661,0.00007618326],"domain_scores_gemma":[0.9992318,0.0001033662,0.00002613584,0.0001161396,0.0003744091,0.0001482068],"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":[0.00001782143,0.00003116014,0.0000622599,0.0001375891,0.000001770623,0.00003855981,0.00009049997,0.0001174121,0.0003591019,0.02363219,0.8146424,0.1608691],"study_design_scores_gemma":[0.000001193692,0.000004039118,0.00004136976,0.00005020787,6.045497e-7,0.00002102983,0.00002363568,0.00001722141,0.00004823114,0.002345796,0.9974446,0.000001979894],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002493483,0.003006693,0.003802139,0.002628843,0.005920602,0.0001209673,0.001711322,0.0008745194,0.9816855],"genre_scores_gemma":[0.0006139512,0.0015157,0.0009061548,0.00084439,0.0006440459,0.00005366514,0.001139479,0.0002208393,0.9940616],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6324781,"threshold_uncertainty_score":0.5242254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004883964980824249,"score_gpt":0.1663978280005981,"score_spread":0.1615138630197739,"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."}}