{"id":"W4389618945","doi":"10.1007/978-3-031-45457-8_5","title":"Analysis and Assessment of Solar Ponds","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Solar pond; Solar energy; Thermal energy storage; Environmental science; Solar air conditioning; Process engineering; Environmental engineering; Engineering; Thermodynamics; Physics; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004586772,0.0003844139,0.0004870336,0.0012759,0.0004520087,0.001515329,0.0008012292,0.0005836232,0.005600814],"category_scores_gemma":[0.0007343388,0.0002923624,0.0004824198,0.00110623,0.0003489346,0.001110695,0.0005733296,0.0003354045,0.001558713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008355483,"about_ca_system_score_gemma":0.0006706057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003220077,"about_ca_topic_score_gemma":0.008576962,"domain_scores_codex":[0.9995043,0.00005016523,0.00001273821,0.00006876681,0.0003409356,0.00002303714],"domain_scores_gemma":[0.9997236,0.0000936781,0.00002004086,0.00002639426,0.0001268684,0.000009305059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000282993,0.0002070656,0.02478865,0.0009818386,0.00007706503,0.000333871,0.0003542166,0.1024512,0.1020703,0.01541552,0.007031368,0.746006],"study_design_scores_gemma":[0.00004518349,0.0005575385,0.09223421,0.0004041203,0.0001662595,0.0007658354,0.001502721,0.42455,0.3359882,0.05199757,0.09167057,0.0001177998],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.2637963,0.005923555,0.5489638,0.0004684463,0.0001870975,0.0006473146,0.00421805,0.002077752,0.1737177],"genre_scores_gemma":[0.7850404,0.00391295,0.1120078,0.00009404433,0.000037895,0.0001810297,0.001807786,0.0003277534,0.0965903],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005600814,"threshold_uncertainty_score":0.0187366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05085372528827902,"score_gpt":0.3383080044561762,"score_spread":0.2874542791678972,"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."}}