{"id":"W4389618928","doi":"10.1007/978-3-031-45457-8_3","title":"Solar Pond Systems","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Solar pond; Solar energy; Environmental science; Passive solar building design; Thermal energy storage; Photovoltaic thermal hybrid solar collector; Process engineering; Solar air conditioning; Engineering; Ecology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006139923,0.0004377661,0.0005422454,0.0003390443,0.00008382971,0.0001353695,0.0004733578,0.0007974672,0.004887967],"category_scores_gemma":[0.00006710086,0.0004010364,0.0002190361,0.00005684287,0.00005846104,0.00007839946,0.0001222671,0.0004684377,0.02456376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001079432,"about_ca_system_score_gemma":0.00006637212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004100076,"about_ca_topic_score_gemma":0.00004833873,"domain_scores_codex":[0.9978962,0.00008108834,0.0006013266,0.0006259883,0.000460584,0.0003348107],"domain_scores_gemma":[0.9980677,0.0002278053,0.0002248492,0.001171386,0.000154862,0.0001533651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005907026,0.000003996303,0.000002702442,0.00006808386,0.0001578258,0.00003742081,0.00005670813,0.0001066149,0.00011996,0.9724488,0.02389038,0.003101555],"study_design_scores_gemma":[0.0001390198,0.0000193272,0.000009043333,0.00008403487,0.00005673819,0.00001711209,0.00002235743,0.0001716267,0.0002382156,0.05338387,0.945385,0.0004736075],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002019668,0.0003859558,0.002781533,0.0001343849,0.002955941,0.000296401,0.00004614153,0.001186211,0.9922114],"genre_scores_gemma":[0.0001462752,0.0001310321,0.00320028,0.0001262071,0.0007396535,0.00004090159,0.0002163571,0.0003208074,0.9950785],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9214947,"threshold_uncertainty_score":0.9998441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0655826974248383,"score_gpt":0.2838755933576714,"score_spread":0.2182928959328331,"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."}}