{"id":"W4392958333","doi":"10.3390/resources13030045","title":"Assessment of Environmental Impacts of Thermal Caisson Geothermal Systems","year":2024,"lang":"en","type":"article","venue":"Resources","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; University of Toronto","funders":"","keywords":"Geothermal gradient; Caisson; Geothermal energy; Petroleum engineering; Environmental science; Geology; Engineering; Geotechnical engineering; Geophysics","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":[0.0001741948,0.0001262333,0.0002269663,0.00008031934,0.00003653518,0.00002857983,0.0002176759,0.00007449285,0.0003515464],"category_scores_gemma":[0.000004881961,0.000098951,0.0001071495,0.0001058797,0.00007920403,0.00005802818,0.00005402996,0.00007627119,0.00002463538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003958833,"about_ca_system_score_gemma":0.00002287854,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007110646,"about_ca_topic_score_gemma":0.00003299271,"domain_scores_codex":[0.9989689,0.00006440402,0.0003459539,0.0001815983,0.0002600208,0.0001790984],"domain_scores_gemma":[0.9993685,0.00008044208,0.000119759,0.0003617569,0.000009531508,0.00006001468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001033056,0.0001677158,0.009978559,0.0004592849,0.0002628846,0.000009733539,0.001422179,0.1028758,0.826063,0.05330552,0.0000758379,0.005369073],"study_design_scores_gemma":[0.0006266315,0.0002827186,0.5813881,0.0007325268,0.0001335624,0.00004307974,0.002228011,0.04991365,0.02651043,0.0001377332,0.3374747,0.0005288561],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686717,0.00274348,0.00003086684,0.00004247593,0.0001021096,0.0001112455,0.00006433738,0.0000542118,0.02817951],"genre_scores_gemma":[0.9985273,0.00002626629,0.00006011322,0.000006712522,0.0001498286,0.0000290556,0.000009380306,0.00003230162,0.001159034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7995526,"threshold_uncertainty_score":0.9995011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00795480318663056,"score_gpt":0.2377370847163505,"score_spread":0.2297822815297199,"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."}}