{"id":"W6947851510","doi":"10.48550/arxiv.1107.3313","title":"Communication Systems for Grid Integration of Renewable Energy Resources","year":2011,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Intermittent energy source; Grid; Grid parity; Distributed generation; Photovoltaic system; Renewable resource; Wind power; Electric power system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004775866,0.0005067306,0.0005337206,0.0006513719,0.0008148336,0.00175528,0.0005997228,0.001378869,0.01195493],"category_scores_gemma":[0.001701261,0.000188644,0.0003183806,0.001255142,0.0005127193,0.001914789,0.0009067778,0.001158464,0.002478701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007714355,"about_ca_system_score_gemma":0.0004200739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001111136,"about_ca_topic_score_gemma":0.001096085,"domain_scores_codex":[0.9994949,0.0001634768,0.00003334003,0.00007403117,0.0001925164,0.00004169265],"domain_scores_gemma":[0.9994271,0.0002269864,0.0000571479,0.00009326599,0.0001733103,0.0000221936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001246656,0.00005100853,0.0005855778,0.0006208647,0.00008049625,0.0005707024,0.0002797815,0.03823143,0.01026398,0.5584946,0.03840791,0.3522889],"study_design_scores_gemma":[0.00008401852,0.0001494375,0.0008932741,0.0002811439,0.00009138469,0.001231809,0.0002385457,0.153608,0.00774602,0.3730581,0.4625365,0.00008175577],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01449364,0.03220604,0.8306481,0.006375672,0.002872213,0.0002278917,0.0004217626,0.0020198,0.1107349],"genre_scores_gemma":[0.6894606,0.03816096,0.2082715,0.001977126,0.004535957,0.0005282789,0.0009808849,0.000328197,0.05575646],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01195493,"threshold_uncertainty_score":0.03999323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066954348208452,"score_gpt":0.1905134222589893,"score_spread":0.08381798743814414,"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."}}