{"id":"W7024905463","doi":"","title":"Study of horizontal geothermal heat pump systems for urban greenhouses in Quebec","year":2023,"lang":"en","type":"dissertation","venue":"Skemman","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Greenhouse; Urban heat island; Geothermal gradient; Heat flow; Geothermal energy","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":[0.0001910723,0.0003577694,0.0006954695,0.0003215608,0.00009771728,0.00004951476,0.0003621496,0.0003174296,0.00002351289],"category_scores_gemma":[0.00001813272,0.0003481432,0.0001675667,0.0003352733,0.00001977307,0.00007203642,0.00002201867,0.0001708645,0.00005492414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001171894,"about_ca_system_score_gemma":0.0001090233,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8285513,"about_ca_topic_score_gemma":0.9003313,"domain_scores_codex":[0.9979306,0.00008796569,0.0008069278,0.0005028055,0.0003050235,0.0003666855],"domain_scores_gemma":[0.9989173,0.00009171102,0.0002681201,0.0005377826,0.0001153718,0.0000696443],"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":[0.002198696,0.01067903,0.03109188,0.01185709,0.004245981,0.0002910325,0.1357795,0.4220199,0.02039696,0.3248013,0.01160804,0.02503059],"study_design_scores_gemma":[0.01592824,0.004238699,0.4320844,0.00410158,0.001093881,0.00001999596,0.3743841,0.01093782,0.004597033,0.0008369336,0.1462716,0.005505682],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919029,0.0002867955,0.000002675052,0.00001006387,0.0009960738,0.001565896,0.0000718781,0.000171875,0.004991767],"genre_scores_gemma":[0.936823,0.00001141294,0.000003062333,0.000004018341,0.0003593103,0.002203199,0.0007850355,0.0001893447,0.05962163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4110821,"threshold_uncertainty_score":0.9998971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02152798753097248,"score_gpt":0.268094258337669,"score_spread":0.2465662708066965,"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."}}