{"id":"W7009879170","doi":"","title":"Ground Source &amp; Water Source Heat Pumps","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"HVAC; Water source; Air source heat pumps; Heat pump; Closed loop; Open source; Loop (graph theory)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002281912,0.0003985547,0.0001490937,0.0007042426,0.001439165,0.001719617,0.0004586603,0.000785773,0.2992249],"category_scores_gemma":[0.0005482028,0.0002569692,0.0001533932,0.0008727608,0.0004490911,0.001416808,0.001018416,0.0009305169,0.1123716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00133291,"about_ca_system_score_gemma":0.001084691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02985417,"about_ca_topic_score_gemma":0.06922278,"domain_scores_codex":[0.9996743,0.00002924673,0.000006026202,0.00003532145,0.0002033825,0.0000516549],"domain_scores_gemma":[0.9998291,0.00002342224,0.000009200218,0.00001673025,0.00009836608,0.00002326591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001654754,0.00001765849,0.0001332115,0.00003948306,5.281034e-7,0.0000452345,0.0001147302,0.00006325974,0.0006379358,0.009589391,0.9184083,0.07093371],"study_design_scores_gemma":[0.000001089663,0.000002359473,0.0002070651,0.000005905468,1.319019e-7,0.00001005882,0.00002862232,0.00002866882,0.0001093711,0.0002373825,0.999368,0.000001459188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005247283,0.0004699626,0.0009711577,0.001078438,0.0003807216,0.00004974948,0.00101804,0.0006119842,0.9948953],"genre_scores_gemma":[0.002206212,0.0002283649,0.0002549446,0.0002425219,0.00004005088,0.00001291376,0.0002509064,0.000161255,0.9966028],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2992249,"threshold_uncertainty_score":0.9995706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008866090296094479,"score_gpt":0.1936133518496089,"score_spread":0.1847472615535144,"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."}}