{"id":"W3208838730","doi":"10.32920/ryerson.14639094.v1","title":"Towards determining the effect of shallow depth horizontal ground loop clearance on the heat loss of a single family residential dwelling","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Alberta","funders":"","keywords":"Environmental science; Heat transfer; Thermal conductivity; Ventilation (architecture); Thermal; Transient (computer programming); Loop (graph theory); Atmospheric sciences; Foundation (evidence); Thermal energy storage; Soil water; Mechanics; Geotechnical engineering; Meteorology; Materials science; Soil science; Geology; Physics; Thermodynamics; Composite material; Computer science","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":[0.000301176,0.0002562521,0.0001977648,0.0002845421,0.0001790379,0.0004225029,0.0001924468,0.0002269841,0.00103174],"category_scores_gemma":[0.001149773,0.000110752,0.000298444,0.0003017747,0.0002324327,0.00027298,0.00022142,0.0002147462,0.0001838461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002473397,"about_ca_system_score_gemma":0.0002299391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005662541,"about_ca_topic_score_gemma":0.00830452,"domain_scores_codex":[0.9998104,0.00004571898,0.000009149072,0.0000502414,0.00005447244,0.0000300383],"domain_scores_gemma":[0.999097,0.0005409046,0.0001458298,0.00005893553,0.0001129601,0.00004452201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001475333,0.0005452698,0.8579326,0.0001209826,0.0001173733,0.0006920233,0.0007519303,0.02090384,0.09155677,0.0001247352,0.0001558088,0.02562328],"study_design_scores_gemma":[0.000006723319,0.0008365432,0.9651276,0.000008753037,0.00005755251,0.0001747113,0.0006961364,0.01283257,0.02004845,0.00005817253,0.0001398185,0.00001296011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995252,0.00001355813,0.0002947131,0.000002245787,4.068327e-7,0.000002935636,0.00003684952,0.000002703388,0.0001214653],"genre_scores_gemma":[0.9995944,0.00001160269,0.0002985834,0.000001313948,3.180421e-7,0.000002114293,0.00003358442,0.000001228234,0.00005686978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005662541,"threshold_uncertainty_score":0.01125914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436518130967183,"score_gpt":0.2508026615043809,"score_spread":0.2264374801947091,"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."}}