{"id":"W3191376641","doi":"10.17762/de.vi.3130","title":"Renewable Energy Sources,Technologies and Protection Challenges in Indian Context:A Comprehensive Review","year":2021,"lang":"en","type":"article","venue":"Design Engineering","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Fossil fuel; Context (archaeology); Natural resource economics; Energy security; Population; Business; Energy source; Electricity; Environmental protection; Environmental science; Engineering; Economics; Geography; Waste management","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":[],"consensus_categories":[],"category_scores_codex":[0.00009894128,0.0001144944,0.0001456012,0.000036274,0.00003201547,0.00001010891,0.0000656611,0.00007697684,0.00005776733],"category_scores_gemma":[0.00005504924,0.0001158695,0.00001658456,0.0001573763,0.00003308329,0.0001262474,0.00009078381,0.00009509172,0.000009284681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006964217,"about_ca_system_score_gemma":0.000003463236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003575577,"about_ca_topic_score_gemma":0.0002673795,"domain_scores_codex":[0.9993452,0.00003696306,0.000113384,0.000215152,0.00009364846,0.0001956739],"domain_scores_gemma":[0.999745,0.00003537486,0.00002601964,0.0001534795,0.000001994194,0.00003819199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000007710149,0.00004935381,0.0003991691,0.0004478234,0.00002063877,0.0001656621,0.000460888,0.7645714,0.05578538,0.0001431423,0.0002638362,0.177685],"study_design_scores_gemma":[0.002089085,0.000500273,0.08425617,0.006887173,0.00007522049,0.0008410314,0.003733967,0.02130896,0.469785,0.002337012,0.4056596,0.002526466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2980615,0.6446233,0.04894088,0.004658258,0.0002634411,0.0007993514,0.000003129152,0.0008552507,0.001794866],"genre_scores_gemma":[0.8966151,0.1018242,0.001276318,0.0001227039,0.00000714682,0.00005198131,0.000001547596,0.00001309822,0.00008795995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7432624,"threshold_uncertainty_score":0.472502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03814447391175262,"score_gpt":0.1946301420241116,"score_spread":0.156485668112359,"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."}}