{"id":"W4289275220","doi":"10.1615/ichmt.2022.conv22.240","title":"EFFECTS OF THE SOIL PROPERTIES ON CANADIAN WELLS PERFORMANCE: NUMERICAL SIMULATION","year":2022,"lang":"en","type":"article","venue":"","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat transfer; Thermal diffusivity; Heat exchanger; Environmental science; Inlet; Soil water; Geotechnical engineering; Soil science; Geology; Thermodynamics; Geomorphology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002535177,0.0005010446,0.0004959433,0.0005803168,0.0007929372,0.0008743231,0.0007247553,0.001325884,0.002688903],"category_scores_gemma":[0.0009096781,0.000319133,0.0006669441,0.000924364,0.0005390366,0.0004829176,0.0003463084,0.0004465228,0.0002257148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002291523,"about_ca_system_score_gemma":0.001848441,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3057521,"about_ca_topic_score_gemma":0.2269993,"domain_scores_codex":[0.9998492,0.00001949798,0.000006200686,0.00002659355,0.00003868948,0.00005980218],"domain_scores_gemma":[0.9996033,0.0001721319,0.00004463158,0.0000217985,0.0001255618,0.00003251165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005541594,0.00006554287,0.004617861,0.00003821693,0.00000914081,0.00008338243,0.00003029826,0.9904999,0.002111582,0.0003246788,0.0002100759,0.001953915],"study_design_scores_gemma":[0.00002056225,0.00004622022,0.002994064,0.000007162248,0.00001073222,0.00001278478,0.00006242037,0.9945397,0.001926086,0.00007039748,0.0002959771,0.00001392704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892419,0.0001145423,0.002582987,0.00008532157,0.00001497668,0.00002697677,0.0007851702,0.00008566465,0.007062501],"genre_scores_gemma":[0.9969795,0.0001007215,0.001343402,0.00001182409,0.000001564046,0.0000146262,0.0002801906,0.00001287043,0.001255427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.694248,"threshold_uncertainty_score":0.6079448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008639485130545905,"score_gpt":0.1853786146080772,"score_spread":0.1767391294775313,"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."}}