{"id":"W2981925887","doi":"10.1088/1757-899x/609/5/052040","title":"Investigation on the thermal performance of the diaphragm wall in deep buried engineering: a simulation study","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Diaphragm (acoustics); Heat transfer; Thermal; Heat exchanger; Materials science; Engineering; Mechanical engineering; Mechanics; Meteorology; Electrical engineering","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":[0.0004875508,0.0001205217,0.0001409607,0.00007069808,0.00008484133,0.00008893568,0.0002848856,0.00003272195,0.00004215942],"category_scores_gemma":[0.00006796231,0.00007407109,0.000011935,0.0003688586,0.00008807099,0.0002842149,0.00006671969,0.00006365736,0.000006335673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000025892,"about_ca_system_score_gemma":0.00004254706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004921258,"about_ca_topic_score_gemma":0.00003214435,"domain_scores_codex":[0.9991342,0.00002229242,0.0002301927,0.0001827176,0.0002433781,0.0001871543],"domain_scores_gemma":[0.9994831,0.000049545,0.00007342053,0.0002892367,0.00007508226,0.00002962076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000006082909,0.000006115098,0.001150411,0.00001835585,0.000002059705,6.566562e-8,0.0008604029,0.5273153,0.4598619,0.0107102,6.014956e-8,0.00006900185],"study_design_scores_gemma":[0.0001847789,0.00009565301,0.348639,0.0001116164,0.000004543686,0.000001162464,0.0003884185,0.3324959,0.3177171,0.0000274526,0.0001768344,0.0001575393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990827,0.00000415531,0.000008699848,0.0001595109,0.0001840655,0.0003217602,0.000001035148,0.00002688069,0.0002112071],"genre_scores_gemma":[0.9998087,0.000002282877,0.00002089363,0.00002396663,0.00002832651,0.00006425154,6.737329e-7,0.000009849991,0.00004106942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3474886,"threshold_uncertainty_score":0.3020531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841159010191656,"score_gpt":0.1965072232028998,"score_spread":0.1780956331009833,"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."}}