{"id":"W2914154734","doi":"10.1016/j.energy.2019.01.125","title":"Investigation of energy performance and operational schemes of a Tibet-focused PCM-integrated solar heating system employing a dynamic energy simulation model","year":2019,"lang":"en","type":"article","venue":"Energy","topic":"Phase Change Materials Research","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Solar energy; Process engineering; Environmental science; Thermal energy storage; Meteorology; Automotive engineering; Engineering; Computer science; Simulation; 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":[0.0001645459,0.0001649475,0.0002834402,0.0002310406,0.00004611712,0.00002899234,0.0001069354,0.0001065104,0.00001714922],"category_scores_gemma":[0.0000179112,0.0001648482,0.00003068999,0.0002272186,0.00003780781,0.0002916223,0.00004824646,0.0000548658,8.322135e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266297,"about_ca_system_score_gemma":0.00006698861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003725869,"about_ca_topic_score_gemma":0.00005442872,"domain_scores_codex":[0.9988766,0.00006082032,0.0003931932,0.0001900235,0.0002757468,0.0002036598],"domain_scores_gemma":[0.9994363,0.00007103102,0.00008366428,0.0001872245,0.0001603981,0.00006144196],"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":[0.00001694632,0.000003698394,0.0003403842,0.0002214227,0.00002487973,2.896509e-7,0.0001117899,0.5727302,0.4233849,0.00204047,0.000003171278,0.001121917],"study_design_scores_gemma":[0.0003011437,0.00003374705,0.00007773325,0.0001891761,0.000005024032,0.000001362024,0.00002727248,0.6843984,0.3147852,0.00004340923,0.00003759692,0.00009993537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302675,0.000217514,0.06903666,0.000005344586,0.00007899834,0.00005202282,0.00002412447,0.00009486409,0.0002230438],"genre_scores_gemma":[0.9979799,0.00005312217,0.001596091,0.00001072702,0.00003199762,0.00002989563,0.0001485192,0.00004403968,0.0001057374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1116682,"threshold_uncertainty_score":0.6722317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02344963600674561,"score_gpt":0.2361478213512889,"score_spread":0.2126981853445433,"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."}}