{"id":"W4226194900","doi":"10.2139/ssrn.4074638","title":"Rock Aggregate Heat Exchanger Design Guidelines","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Heat exchanger; Aggregate (composite); Environmental science; Geology; Engineering; Materials science; Mechanical engineering; Composite material","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":[0.001515602,0.001309546,0.0008063829,0.001749043,0.000757022,0.001171108,0.002159147,0.002108938,0.06629992],"category_scores_gemma":[0.002663568,0.0008190399,0.0007292298,0.0008523779,0.0003361999,0.001250098,0.001070945,0.001216835,0.05339789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004479081,"about_ca_system_score_gemma":0.001396503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00159828,"about_ca_topic_score_gemma":0.004439437,"domain_scores_codex":[0.9988299,0.0001866528,0.0001152994,0.00009229819,0.0007100709,0.00006585123],"domain_scores_gemma":[0.9984016,0.0002826222,0.0000824642,0.000199255,0.0009922179,0.00004186282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004399606,0.0004326723,0.001392374,0.002066948,0.00003675028,0.0003488965,0.0004999862,0.06847506,0.04523879,0.04586126,0.2720571,0.5631502],"study_design_scores_gemma":[0.0001222704,0.0002423537,0.001567282,0.0004914642,0.0000449879,0.0002485867,0.0001772526,0.03228087,0.03102715,0.018193,0.9155451,0.00005972674],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01182185,0.00276445,0.6637914,0.001570177,0.0007333079,0.001392344,0.005900032,0.01194131,0.3000852],"genre_scores_gemma":[0.09314325,0.00450246,0.4686853,0.001150547,0.0003893293,0.003049597,0.01050255,0.003704923,0.4148721],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06629992,"threshold_uncertainty_score":0.2217953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0280476173118711,"score_gpt":0.2594754331741618,"score_spread":0.2314278158622907,"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."}}