{"id":"W4410422967","doi":"10.1186/s40517-025-00345-6","title":"Geothermal favourability in data-scarce regions: incorporating physical and socio-economic factors into a modified Play fairway approach, southwestern Yukon, Canada","year":2025,"lang":"en","type":"article","venue":"Geothermal Energy","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yukon University; Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Commission géologique du Yukon","keywords":"Geothermal gradient; Geography; Geology; Paleontology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003215555,0.0005274036,0.0006941106,0.0001659612,0.0003287733,0.0001064876,0.000883804,0.0002334297,0.00003179393],"category_scores_gemma":[0.00003650004,0.0004910764,0.000101892,0.0002945476,0.0002770966,0.0003387303,0.0004699733,0.0003082244,0.000005306784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004578633,"about_ca_system_score_gemma":0.000735673,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.964321,"about_ca_topic_score_gemma":0.867349,"domain_scores_codex":[0.9968982,0.0002699913,0.0007434723,0.001136,0.0002574484,0.0006949262],"domain_scores_gemma":[0.9978704,0.0002318266,0.0003020387,0.001338363,0.00004591325,0.0002114306],"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":[0.00007457728,0.0002725214,0.022399,0.0001219005,0.0002130237,0.00001044322,0.002094932,0.6766332,0.001544981,0.2886411,0.0001269671,0.00786743],"study_design_scores_gemma":[0.003924462,0.00007691862,0.1454205,0.0002072896,0.0001402292,0.00001785513,0.009192634,0.7881216,0.0009235369,0.01543936,0.03417587,0.00235972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850686,0.0001771721,0.002282343,0.0004548125,0.000165936,0.0002289872,0.0001291248,0.0001295908,0.01136341],"genre_scores_gemma":[0.9969258,0.000008457302,0.0001681037,0.0002608626,0.0002199633,0.0002005545,0.0003100199,0.00007414112,0.001832148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2732017,"threshold_uncertainty_score":0.9997541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917658752438188,"score_gpt":0.2328506299761698,"score_spread":0.2136740424517879,"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."}}