{"id":"W4402301655","doi":"10.32920/26871415","title":"A Waste Heat Recovery Solution for Container Farms to Enhance Space Heating Potential","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Energy and Environmental Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Container (type theory); Waste management; Space (punctuation); Environmental science; Waste heat recovery unit; Waste heat; Business; Computer science; Engineering; Mechanical engineering; Heat exchanger; Operating system","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":[0.0002035086,0.000292429,0.0002951096,0.0002269148,0.0004020952,0.0005496879,0.0004877381,0.0003500666,0.00303322],"category_scores_gemma":[0.0002339103,0.0001532508,0.0004029426,0.0003697546,0.0001979598,0.0007348652,0.0003095849,0.0002673795,0.0005741576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003692623,"about_ca_system_score_gemma":0.0005643341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002715275,"about_ca_topic_score_gemma":0.004839608,"domain_scores_codex":[0.9999062,0.00001976445,0.00000453933,0.00001789647,0.00003049169,0.00002111634],"domain_scores_gemma":[0.9999273,0.00001787635,0.000009879396,0.00001150632,0.0000262462,0.000007237068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006812613,0.0004812542,0.005443361,0.0004416845,0.0000573414,0.000838012,0.0002726479,0.1434205,0.7073483,0.005501176,0.004000827,0.1315137],"study_design_scores_gemma":[0.00008278143,0.001189582,0.005621403,0.00003778789,0.00008531955,0.0003258727,0.0003567434,0.5636925,0.4142544,0.001678002,0.01262148,0.00005411874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8677491,0.0003562485,0.123069,0.0002708527,0.00009172565,0.000111709,0.0001851574,0.0009364381,0.007229652],"genre_scores_gemma":[0.969235,0.0001651371,0.02642429,0.00001882197,0.000005573089,0.00003772572,0.00009665736,0.00003810321,0.003978688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00303322,"threshold_uncertainty_score":0.01014715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0135230527421143,"score_gpt":0.2973861677749677,"score_spread":0.2838631150328534,"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."}}