{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001388883,0.0001635713,0.0001783483,0.0001078488,0.0007547475,0.00004217226,0.0003887401,0.00004071289,0.000868322],"category_scores_gemma":[0.00002416031,0.0001468421,0.0001326556,0.0002725633,0.00001021639,0.00008639789,0.00008174473,0.001001662,0.0001237183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006666725,"about_ca_system_score_gemma":0.0007630917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002472703,"about_ca_topic_score_gemma":0.0007971541,"domain_scores_codex":[0.9972588,0.0002055201,0.0003816064,0.0002130592,0.000332219,0.001608741],"domain_scores_gemma":[0.9993988,0.00002968225,0.0001294378,0.0002464742,0.0001072286,0.00008834655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004100324,0.0000650306,0.0000318392,0.000002326886,0.0001449611,0.000007157849,0.0001122886,0.6835266,0.003782792,0.2891535,0.002840183,0.02029233],"study_design_scores_gemma":[0.000889699,0.0003576048,0.00003333483,0.00001247673,0.00004354732,0.002106875,0.001886754,0.01798889,0.0005511054,0.1479525,0.8277799,0.0003972688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2813198,0.07956834,0.5663378,0.03802196,0.003183111,0.001414133,0.00003439046,0.000965507,0.02915498],"genre_scores_gemma":[0.9660574,0.00116041,0.000277541,0.0005984449,0.0007944104,0.0001577501,0.000008188614,0.00005986321,0.03088605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8249397,"threshold_uncertainty_score":0.9507517,"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."}}