{"id":"W7055367286","doi":"","title":"Chapter 8: Case study: Downtown Toronto open loop geothermal cooling system - part II","year":2015,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Downtown; Water cooling; Geothermal gradient; Loop (graph theory); Closed loop; Passive cooling","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002672734,0.0004457239,0.0005157851,0.00007017633,0.0001317617,0.000162271,0.0005503875,0.0002497924,0.004044612],"category_scores_gemma":[0.000005025796,0.0004169523,0.00006017323,0.00009533864,0.00002716872,0.0001482675,0.0002478838,0.0002059854,0.000796619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002606287,"about_ca_system_score_gemma":0.00004785203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01143965,"about_ca_topic_score_gemma":0.02113641,"domain_scores_codex":[0.9986106,0.00004197609,0.0002709298,0.0004489741,0.0002436815,0.0003838338],"domain_scores_gemma":[0.9986602,0.00001817692,0.0001034691,0.0009210829,0.0000442417,0.0002528395],"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":[0.00001275815,0.0001154794,0.00001621593,0.0001665065,0.0003258676,0.0008925201,0.002096656,0.0006780779,0.00003752083,0.0008927172,0.9936214,0.001144273],"study_design_scores_gemma":[0.0007284995,0.0000561538,0.000004007313,0.0002335139,0.0001174929,0.0002542302,0.002824233,0.001968231,0.00001838685,0.000001214729,0.9932232,0.0005708183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002806171,0.002039361,0.0003243776,0.0000527016,0.0009320931,0.002603415,0.0003078468,0.001456261,0.9894778],"genre_scores_gemma":[0.1219291,0.0000459909,0.000270453,0.00004181777,0.0009838778,0.0004770776,0.00005730007,0.000822497,0.8753719],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1191229,"threshold_uncertainty_score":0.9999814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381368919535325,"score_gpt":0.2582986553892742,"score_spread":0.2344849661939209,"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."}}