{"id":"W2605146832","doi":"10.1007/s12053-017-9517-4","title":"Assessment and modelling of the viability of a solar heating system for aquatic centres in southern Australia","year":2017,"lang":"en","type":"article","venue":"Energy Efficiency","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Melbourne; Government of Canada","keywords":"Solar water heating; Payback period; Solar energy; Environmental science; Roof; Environmental engineering; Engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001908311,0.0000621783,0.0001185142,0.00002502606,0.00008875943,0.00001284282,0.0001388518,0.00003900365,9.237103e-7],"category_scores_gemma":[0.00001327539,0.00004828602,0.00003237881,0.000040103,0.00003667441,0.00003983061,0.0000249086,0.00003635669,1.49543e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004008681,"about_ca_system_score_gemma":0.00001231036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017358,"about_ca_topic_score_gemma":0.0001096082,"domain_scores_codex":[0.9995255,0.00001750083,0.0001931233,0.00008541486,0.0000776907,0.0001007298],"domain_scores_gemma":[0.9996235,0.00003804679,0.00008272663,0.0002280272,0.00001500254,0.0000127037],"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":[0.000001809744,0.00001583422,0.006202577,0.0001151669,0.000005081594,4.86115e-8,0.0001916043,0.9858246,0.0005918676,0.006708913,2.855805e-7,0.000342197],"study_design_scores_gemma":[0.0001528075,0.00001089556,0.000964637,0.0001157074,0.000007330182,2.402607e-7,0.0001384744,0.9937804,0.004591455,0.0001878818,0.000003040968,0.00004709158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6924685,0.00003110039,0.3072229,0.000003943944,0.00008509327,0.00004875782,0.000002919577,0.00001185111,0.0001249438],"genre_scores_gemma":[0.9971088,0.000002695623,0.002837439,6.317312e-7,0.00001003353,0.00001078803,9.240804e-7,0.000007451331,0.00002124374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3046403,"threshold_uncertainty_score":0.1969047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179859021446301,"score_gpt":0.2431857811374712,"score_spread":0.2213871909230082,"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."}}