{"id":"W4403069949","doi":"10.3390/en17194937","title":"A Sustainable Agri-Photovoltaic Greenhouse for Lettuce Production in Qatar","year":2024,"lang":"en","type":"article","venue":"Energies","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Photovoltaic system; Sustainable production; Greenhouse; Production (economics); Environmental science; Greenhouse gas; Business; Environmental protection; Engineering; Agronomy; Economics; Ecology; Biology; 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":[0.00069457,0.0001505461,0.0001701804,0.00008902288,0.0001170741,0.00008077104,0.000161677,0.00006998003,0.0001413562],"category_scores_gemma":[0.00021943,0.0001293198,0.0000762538,0.0004887589,0.0001170466,0.00048487,0.0001246955,0.0001033556,0.0000466383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000617727,"about_ca_system_score_gemma":0.00004844139,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02501725,"about_ca_topic_score_gemma":0.004068689,"domain_scores_codex":[0.9985483,0.00004764551,0.000237431,0.0005106414,0.0001978811,0.0004581308],"domain_scores_gemma":[0.9995237,0.00007288788,0.00002682097,0.0003069784,0.00001694318,0.00005267315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003206918,0.0006151905,0.09952465,0.003124145,0.00008253582,0.00056389,0.01633439,0.09334885,0.3962974,0.007162042,0.3631544,0.01947187],"study_design_scores_gemma":[0.0003537356,0.0001361051,0.04792269,0.0000771233,0.00001804491,0.0000281407,0.007178157,0.004235606,0.05480722,0.01510753,0.8696445,0.0004911425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961104,0.00044841,0.00008575137,0.0003602087,0.0003813782,0.0007556585,0.000004397108,0.0001848286,0.001668985],"genre_scores_gemma":[0.9656294,0.00001784739,0.0002848822,0.00004590719,0.0001352768,0.000466368,0.000006049772,0.00002343303,0.03339084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5064902,"threshold_uncertainty_score":0.9814752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007972060200091285,"score_gpt":0.2327914514407951,"score_spread":0.2248193912407038,"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."}}