{"id":"W4237043995","doi":"10.1007/978-1-4614-0287-9_6","title":"Energy Matters","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University; University of Alberta","funders":"","keywords":"Energy (signal processing); Mathematics; Statistics","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":[0.0007060637,0.0009922303,0.0007391748,0.001471797,0.002874814,0.006736172,0.0009971443,0.004555264,0.5035681],"category_scores_gemma":[0.003003832,0.0005261347,0.0005701214,0.001670199,0.001625569,0.004080176,0.002847876,0.003980839,0.4780171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00190824,"about_ca_system_score_gemma":0.003059876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004491138,"about_ca_topic_score_gemma":0.01136426,"domain_scores_codex":[0.9991542,0.00008005201,0.00002865,0.0001650541,0.0004703465,0.0001016003],"domain_scores_gemma":[0.9991121,0.0001474547,0.0000339316,0.000181134,0.0003532949,0.0001721541],"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":[0.000005947116,0.00001194373,0.00004668886,0.00006027548,0.000001635496,0.00001877841,0.00004660341,0.00003144608,0.0001141082,0.01984236,0.9029958,0.07682442],"study_design_scores_gemma":[5.47654e-7,0.000001311163,0.00003512561,0.00002893871,5.294273e-7,0.00001012622,0.00002324777,0.000008564471,0.00002540622,0.001635922,0.9982292,0.000001070928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000105779,0.003010484,0.0003494512,0.009709456,0.006631786,0.00002251119,0.0002081724,0.0002210215,0.9797413],"genre_scores_gemma":[0.0004768504,0.0009003787,0.00006601617,0.002490087,0.0005472198,0.00001129184,0.00008389755,0.00006385305,0.9953604],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5035681,"threshold_uncertainty_score":0.7080998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149560523961525,"score_gpt":0.2383006422868072,"score_spread":0.216805037047192,"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."}}