{"id":"W4393002164","doi":"10.5040/9798400609541.0005","title":"Introduction: Conceiving of Alternative Energy","year":2010,"lang":"en","type":"other","venue":"Alternative Energy","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002836014,0.0007238599,0.001023268,0.0007089033,0.000107854,0.00005276717,0.00121112,0.0007338087,0.01720442],"category_scores_gemma":[0.0004115785,0.0006875832,0.0003544076,0.0005639089,0.0008640524,0.000147286,0.0004594183,0.0006896292,0.00005992276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000244267,"about_ca_system_score_gemma":0.0002489589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1413086,"about_ca_topic_score_gemma":0.02413625,"domain_scores_codex":[0.9958794,0.0004802918,0.0006662509,0.001171681,0.0009819577,0.0008204363],"domain_scores_gemma":[0.9969871,0.0002381628,0.0006985882,0.001236725,0.0005671647,0.0002722591],"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":[0.0000857222,0.0001833059,0.00001709311,0.00006463467,0.0007403929,0.00008184528,0.0001324138,0.00179507,0.0004913287,0.8408592,0.102335,0.05321409],"study_design_scores_gemma":[0.0006320793,0.0001597326,0.000008564737,0.00009097701,0.00004298183,0.00001775432,0.0001180704,0.000515901,0.01349825,0.03494547,0.9493824,0.0005878317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002332467,0.001235638,0.003147254,0.0005419098,0.003489118,0.0001112025,0.0000955328,0.0002523055,0.9908938],"genre_scores_gemma":[0.0591497,0.001100696,0.0004152556,0.0002244599,0.009533555,0.0001220556,0.0002517253,0.0006288149,0.9285737],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8470474,"threshold_uncertainty_score":0.9995576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105993044618335,"score_gpt":0.2730840781017506,"score_spread":0.2624847736399171,"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."}}