{"id":"W7161841663","doi":"10.82308/33178","title":"An investigation into application of geothermal energy in underground mines","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geothermal gradient; Geothermal energy; Geothermal heating; Economic shortage; Thermal energy; Energy consumption; Groundwater; Underground mining (soft rock)","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"],"consensus_categories":[],"category_scores_codex":[0.0002031433,0.0003213991,0.0005177752,0.0003369909,0.00006110789,0.0000314754,0.0003718767,0.0004842224,0.0000909272],"category_scores_gemma":[0.00001447607,0.00030918,0.00009664508,0.0003985791,0.00004969597,0.0001657997,0.00001043351,0.0001023148,0.00002087578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006923074,"about_ca_system_score_gemma":0.00008258018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2372569,"about_ca_topic_score_gemma":0.3823416,"domain_scores_codex":[0.9980664,0.000139654,0.0008148835,0.0004967927,0.000269459,0.0002128743],"domain_scores_gemma":[0.9984252,0.00006650016,0.0005620602,0.0006764027,0.0001721669,0.00009762715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004103351,0.000163466,0.0009200074,0.001749152,0.0000505513,3.944999e-7,0.00106819,0.02754209,0.07509436,0.8836579,0.00005259561,0.009660264],"study_design_scores_gemma":[0.004763475,0.0008216226,0.1245297,0.004771889,0.0006484287,0.00001377259,0.01360612,0.2929452,0.1964061,0.2914457,0.06383855,0.006209335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544141,0.000283952,0.00342309,0.000088464,0.0002355585,0.0004316979,0.000004917577,0.0001652961,0.04095292],"genre_scores_gemma":[0.9835495,0.00002231406,0.0004582689,0.0001173639,0.0001982655,0.000669814,0.002667502,0.0000869328,0.01222998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5922121,"threshold_uncertainty_score":0.999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008227095519223397,"score_gpt":0.2441617184505754,"score_spread":0.235934622931352,"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."}}