{"id":"W2922013815","doi":"","title":"Experimental and numerical study on flow and heat transport in partially frozen soil","year":2015,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flow (mathematics); Mechanics; Geotechnical engineering; Heat flow; Environmental science; Materials science; Geology; Thermodynamics; Physics; Thermal","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":[0.0002758279,0.0003076903,0.0004147623,0.000341208,0.0003789132,0.0002661742,0.0004592588,0.0004443361,0.0008126546],"category_scores_gemma":[0.0005196497,0.0001466557,0.0003506269,0.0004236876,0.000548168,0.0003589561,0.0002396076,0.0004330137,0.00006301989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003653756,"about_ca_system_score_gemma":0.0003000368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006486499,"about_ca_topic_score_gemma":0.004138617,"domain_scores_codex":[0.9998451,0.00001632171,0.00001201038,0.00004189485,0.00003869493,0.00004579396],"domain_scores_gemma":[0.9995744,0.000176378,0.00006062573,0.00006163245,0.00008069055,0.00004625637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009001095,0.001251482,0.04223716,0.0002425847,0.00007432017,0.0006337179,0.0004255459,0.4794077,0.4590467,0.001612338,0.0004468208,0.01372162],"study_design_scores_gemma":[0.0001338065,0.001989752,0.03460613,0.00002047528,0.00005634185,0.0000737872,0.0003108839,0.80429,0.1573317,0.0004776823,0.0006651662,0.00004426656],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984615,0.00002214992,0.0009970431,0.00000877258,0.000005304393,0.000009767957,0.0001613458,0.00002397502,0.0003102068],"genre_scores_gemma":[0.9985325,0.00003317665,0.001127267,0.000003028552,0.00000175785,0.00001318697,0.0001477693,0.000002677969,0.0001386546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006486499,"threshold_uncertainty_score":0.01289749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217023846367841,"score_gpt":0.232917467442831,"score_spread":0.2007472289791526,"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."}}