{"id":"W1601181239","doi":"10.1080/10789669.2011.628221","title":"Ground-source heat pump systems: The first century and beyond","year":2011,"lang":"en","type":"article","venue":"HVAC&R Research","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"HVAC; Heat pump; Air source heat pumps; Engineering; Environmental science; Architectural engineering; Mechanical engineering; Air conditioning; Heat exchanger","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":[0.0009825013,0.0001376908,0.000161221,0.0001042006,0.0007550824,0.0001585786,0.0004597099,0.0001059055,0.000313032],"category_scores_gemma":[0.00003534098,0.00009152547,0.000047871,0.000371287,0.0002524352,0.00009817523,0.0002248824,0.0003253778,0.0004634673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005383957,"about_ca_system_score_gemma":0.00003204285,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07322379,"about_ca_topic_score_gemma":0.00181467,"domain_scores_codex":[0.9981776,0.0002358759,0.0002357635,0.0003363712,0.0004759562,0.0005384152],"domain_scores_gemma":[0.9987715,0.0001917097,0.00003007976,0.000702614,0.000149913,0.0001541667],"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":[0.00007453003,0.0002564557,0.003940174,0.0002349389,0.0001401736,0.00002396847,0.007560045,0.001636475,0.001221761,0.9716218,0.008111719,0.005177985],"study_design_scores_gemma":[0.0002490422,0.00005865332,0.008209687,0.00003997164,0.000007059133,0.00004526323,0.003247487,0.002638761,0.0001892286,0.0008718396,0.9842928,0.0001502291],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5930411,0.004185951,0.00007752654,0.002008304,0.0002669826,0.0008163506,0.00001251171,0.0001659731,0.3994253],"genre_scores_gemma":[0.9857349,0.0001932629,0.00001490874,0.0001004638,0.0002705324,0.000384155,0.000005806661,0.00004082916,0.01325514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.976181,"threshold_uncertainty_score":0.9329477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06559937417971458,"score_gpt":0.2909833387929686,"score_spread":0.225383964613254,"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."}}