{"id":"W4387952787","doi":"10.18280/mmep.100531","title":"Design of a Stand-Alone PV System for Irrigation in Rural India Using SAM Software","year":2023,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irrigation; Software; Water resource management; Geography; Agricultural economics; Computer science; Environmental science; Economics; Operating system; Agronomy; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001558291,0.0003250513,0.0003064718,0.0002281618,0.0003954545,0.0005375558,0.0009522439,0.0003479651,0.005049586],"category_scores_gemma":[0.0002370706,0.0002851015,0.0003913472,0.0001610988,0.0001574474,0.0002577438,0.0003587799,0.0002911968,0.0008068444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003411888,"about_ca_system_score_gemma":0.0004701943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003150666,"about_ca_topic_score_gemma":0.003818259,"domain_scores_codex":[0.9999077,0.00002321366,0.000004547614,0.0000223996,0.00002568661,0.00001652985],"domain_scores_gemma":[0.9998977,0.00002539421,0.00001359782,0.00001167395,0.00003318306,0.00001845633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005702056,0.0004019265,0.01263937,0.0003860661,0.0001059207,0.001255809,0.0005068564,0.770067,0.08325417,0.003034069,0.005287325,0.1224913],"study_design_scores_gemma":[0.00007444982,0.0004008348,0.00267968,0.00000895272,0.00003947414,0.0001418658,0.000137515,0.9840133,0.008374008,0.0004018958,0.003709259,0.00001871419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4874903,0.000128428,0.474976,0.0003285501,0.00007725904,0.0005980958,0.0003576032,0.009068052,0.02697573],"genre_scores_gemma":[0.9613676,0.00003219139,0.03491192,0.00002868771,0.000003715428,0.000118914,0.00006452456,0.00006651987,0.003406045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005049586,"threshold_uncertainty_score":0.01689255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04368075517794566,"score_gpt":0.2376608444384873,"score_spread":0.1939800892605416,"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."}}