{"id":"W4402301781","doi":"10.32920/26871415.v1","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; Environmental science; Waste heat; Space (punctuation); Business; Engineering; Computer science; Heat exchanger; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0007329218,0.0001978089,0.0002623096,0.0000616124,0.0003743127,0.0001826696,0.0002130092,0.0003266594,0.0002002057],"category_scores_gemma":[0.00006299598,0.0001848489,0.0002190622,0.00008883762,0.00006512831,0.00006698987,0.0004843826,0.0002492729,0.0001143289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005190396,"about_ca_system_score_gemma":0.0001018652,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04011172,"about_ca_topic_score_gemma":0.01293081,"domain_scores_codex":[0.9983278,0.0001047269,0.0002742793,0.0005545198,0.0003203439,0.000418334],"domain_scores_gemma":[0.9995083,0.00006396063,0.00005236977,0.0002032637,0.00002416486,0.0001479912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009199755,0.000366639,0.0003952718,0.002302314,0.001072365,0.00005982279,0.07154934,0.4279787,0.125012,0.08585184,0.1652259,0.1192659],"study_design_scores_gemma":[0.001221837,0.001211724,0.0001652854,0.005627596,0.000606343,0.00001313564,0.08263919,0.04985314,0.05184875,0.1166081,0.6845385,0.005666421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4646015,0.001892996,0.2655926,0.03064597,0.01744691,0.00404003,0.0001421876,0.0006327107,0.2150051],"genre_scores_gemma":[0.8850164,0.00008935018,0.002431088,0.0003051439,0.00187475,0.0003352297,0.00003309106,0.00002829365,0.1098867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5193126,"threshold_uncertainty_score":0.9662803,"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."}}