{"id":"W4406789396","doi":"10.2139/ssrn.5110537","title":"Theoretical Development and Experimental Validation of a Thermal Model Comparing Different Greenhouse Covering Materials","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Greenhouse; Model validation; Thermal; Development (topology); Environmental science; Econometrics; Computer science; Thermodynamics; Economics; Mathematics; Physics; Data science; Biology; Agronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006976461,0.0005762263,0.0004532864,0.0003555711,0.0005693522,0.0007998035,0.001294928,0.0007862849,0.004022778],"category_scores_gemma":[0.001832441,0.0002757391,0.0005047104,0.0003868411,0.0007753988,0.001031781,0.0005423026,0.0006035097,0.0004568706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007575164,"about_ca_system_score_gemma":0.0006612987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001727606,"about_ca_topic_score_gemma":0.0008106256,"domain_scores_codex":[0.9997303,0.00006406997,0.00001224862,0.00006319788,0.0001020148,0.0000281041],"domain_scores_gemma":[0.9992478,0.0004546674,0.00003273426,0.0001319105,0.0001111649,0.00002180644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005967121,0.0004547168,0.002206555,0.0005023588,0.00003460515,0.000112577,0.0002437164,0.7720737,0.1865325,0.01848308,0.0009385183,0.0178209],"study_design_scores_gemma":[0.00005404279,0.0002626793,0.0008813835,0.00001560413,0.00003172398,0.00002427338,0.00006171657,0.9162444,0.07762937,0.003673051,0.001097463,0.00002421987],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6393464,0.0004625229,0.3376813,0.0004433064,0.0002040137,0.0003966976,0.001020274,0.00100733,0.01943805],"genre_scores_gemma":[0.982241,0.0001296726,0.01622399,0.00001960506,0.000008568959,0.0001692697,0.0001938044,0.00006635686,0.0009479119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004022778,"threshold_uncertainty_score":0.01345754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620930176164776,"score_gpt":0.2326153520068842,"score_spread":0.2164060502452364,"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."}}