{"id":"W4232270948","doi":"10.1002/9781119181002.ch6","title":"Design Considerations and Installation","year":2016,"lang":"en","type":"other","venue":"Geothermal Energy","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Heat pump; Geothermal energy; Geothermal gradient; Geothermal heating; Heating system; Relation (database); Thermal energy storage; Engineering; Mechanical engineering; Environmental science; Process engineering; Computer science; Civil engineering; Architectural engineering; Systems engineering; Geology; Heat exchanger; Thermodynamics; Database","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":[],"category_scores_codex":[0.0000873374,0.0003813453,0.0003593247,0.0002341486,0.0001284623,0.00006095703,0.0001199945,0.0004156532,0.01857035],"category_scores_gemma":[0.00001295576,0.0003096224,0.00006904786,0.00007849246,0.0001337329,0.00006134142,0.00005531594,0.00008230933,0.000517059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003344002,"about_ca_system_score_gemma":0.00007493496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01756136,"about_ca_topic_score_gemma":0.002905461,"domain_scores_codex":[0.9985445,0.0001327849,0.0003111608,0.0004804833,0.000189002,0.0003420996],"domain_scores_gemma":[0.9989823,0.0001038125,0.000258195,0.0004798226,0.00003763824,0.000138278],"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":[0.000008725695,0.00003583568,0.000005611389,0.00002396311,0.0001675146,0.00001132826,0.0000488328,0.006325497,0.001668444,0.8434873,0.1302373,0.01797972],"study_design_scores_gemma":[0.000428782,0.00001924227,0.00003023633,0.00009665456,0.00002894449,0.0000303298,0.000007576598,0.0008752089,0.0001763452,0.004842535,0.9930456,0.0004184975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001827745,0.001004821,0.01904098,0.0003353688,0.0002195677,0.0001697488,0.00004129135,0.0005311516,0.9786388],"genre_scores_gemma":[0.02228584,0.0003281352,0.001452441,0.0005537863,0.0008849625,0.0002407838,0.00004612326,0.0007356609,0.9734723],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8628083,"threshold_uncertainty_score":0.9999356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749831143486148,"score_gpt":0.225914318622033,"score_spread":0.2084160071871716,"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."}}