{"id":"W4393239445","doi":"10.1007/978-3-031-53437-9_5","title":"Power Generation","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Power (physics); Physics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006146376,0.0001218339,0.00008568239,0.00009855245,0.00003072986,0.0002271425,0.0002716735,0.0001461801,0.001508745],"category_scores_gemma":[0.000002423953,0.0001072904,0.00007636379,0.0000236186,0.00000846288,0.0001072285,0.00008698458,0.0001563144,0.004462086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003381923,"about_ca_system_score_gemma":0.0000524335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002330238,"about_ca_topic_score_gemma":0.000007359717,"domain_scores_codex":[0.9993537,0.000002345265,0.0001237444,0.0002690699,0.0001780396,0.00007308139],"domain_scores_gemma":[0.9995057,0.00001168906,0.00003155294,0.0003629477,0.00003978704,0.00004833263],"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":[7.134719e-8,9.400496e-7,1.393722e-7,0.000001694147,0.000009911017,0.000007474426,0.00004852094,0.000001894259,0.00005143684,0.9242464,0.07475112,0.0008803515],"study_design_scores_gemma":[0.00002038277,0.00001342873,8.945097e-7,0.000006660398,0.000003307171,0.000007203476,2.469305e-7,0.01229886,0.0001574586,0.07772616,0.9096323,0.000133149],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[7.091187e-7,0.0004243213,0.0638898,0.0004230566,0.001557113,0.00007165749,0.000003362991,0.0002491735,0.9333808],"genre_scores_gemma":[0.0004265937,0.00004377474,0.003412823,0.00124419,0.00022929,0.000002132932,0.00001451201,0.00001678004,0.9946099],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8465203,"threshold_uncertainty_score":0.999404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02456309618185269,"score_gpt":0.2333001953952293,"score_spread":0.2087370992133766,"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."}}