{"id":"W3148465669","doi":"10.18280/mmep.080105","title":"Mathematical Modelling and Analysis of Hybrid Solar Desalination System Using Evacuated Tube Collector (ETC) and Compound Parabolic Concentrator (CPC)","year":2021,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Savitribai Phule Pune University","keywords":"Nonimaging optics; Parabolic reflector; Concentrator; Desalination; Tube (container); Solar desalination; Materials science; Optics; Mechanical engineering; Engineering; Physics; Chemistry","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":[0.0002683014,0.0005455394,0.0007137977,0.0004712099,0.000481117,0.0009995188,0.0009478796,0.001017762,0.002517792],"category_scores_gemma":[0.00051511,0.000414153,0.0009772261,0.0003901956,0.0005467784,0.00090219,0.0004715718,0.0007037152,0.000424344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007637769,"about_ca_system_score_gemma":0.0009137639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008915959,"about_ca_topic_score_gemma":0.004748619,"domain_scores_codex":[0.9998331,0.00003304049,0.00001072338,0.00003307605,0.00006709936,0.0000228817],"domain_scores_gemma":[0.999787,0.00009522771,0.0000386342,0.00001053697,0.00006201426,0.000006576843],"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":[0.00001497944,0.00001563405,0.0004925619,0.0001320705,0.00001584131,0.000125028,0.00006938225,0.9846201,0.003973445,0.007178369,0.0002983717,0.00306424],"study_design_scores_gemma":[0.000003973246,0.00001928879,0.0002603579,0.000007849124,0.0000070334,0.00003562884,0.00001728311,0.9964769,0.000698038,0.001580184,0.0008872031,0.000006193732],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1064297,0.002300943,0.8407253,0.000840841,0.0001432185,0.0002032147,0.0008028949,0.0004942922,0.04805969],"genre_scores_gemma":[0.9347675,0.001997648,0.03428818,0.00009661025,0.0000624262,0.0004821607,0.000488184,0.00008221443,0.02773509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008915959,"threshold_uncertainty_score":0.01772815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04719497156427796,"score_gpt":0.2546776111928984,"score_spread":0.2074826396286205,"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."}}