{"id":"W4380669147","doi":"10.2139/ssrn.4479465","title":"Enhancing the Performance of Solar Water Heating Systems: Application of Double-Layer Phase Change Materials","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Phase Change Materials Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Phase change; Materials science; Layer (electronics); Solar water heating; Phase (matter); Environmental science; Engineering physics; Solar energy; Composite material; Chemistry; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.005143473,0.0003110285,0.0006239048,0.0002886291,0.0001246836,0.0001044594,0.0006974214,0.0002324292,0.00002440617],"category_scores_gemma":[0.00001532727,0.0002118344,0.0001088744,0.0001378061,0.00004823831,0.0001637191,0.0003297175,0.001573285,0.00003426209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007602958,"about_ca_system_score_gemma":0.0003177449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006336488,"about_ca_topic_score_gemma":0.0001322227,"domain_scores_codex":[0.9962696,0.0001452395,0.001000142,0.0002416644,0.0005197183,0.001823589],"domain_scores_gemma":[0.998854,0.00004922937,0.0003251461,0.0005106216,0.0002042275,0.00005679499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001244012,0.00003141427,0.00001663699,0.002195487,0.0002936309,0.000001232887,0.00104803,0.006391328,0.9885466,0.0002555804,0.000005896266,0.001089768],"study_design_scores_gemma":[0.0008416899,0.0001500304,0.000009235689,0.0005959309,0.00006225751,0.00006577713,0.0004846002,0.01354275,0.9832174,0.0007533456,0.00005819574,0.0002188278],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886878,0.00254269,0.006407349,0.00006605733,0.001101667,0.001006212,0.00006571523,0.0001014247,0.00002105198],"genre_scores_gemma":[0.9917504,0.006371288,0.00002008266,0.00000278993,0.001185809,0.0004139904,0.00008251834,0.0001184033,0.00005476423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007151425,"threshold_uncertainty_score":0.8638358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05641999009779473,"score_gpt":0.3147669331527169,"score_spread":0.2583469430549221,"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."}}