{"id":"W7067780530","doi":"","title":"Modelling and evaluation of the performance of building-integrated open loop air-based photovoltaic/thermal systems","year":2010,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Nusselt number; Heat transfer; Convective heat transfer; Convection; Heat transfer coefficient; Thermal; Photovoltaic system; Solar energy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002569291,0.0003383383,0.0006413405,0.0006574781,0.0005612262,0.0001016924,0.001526892,0.0005726795,0.00004208008],"category_scores_gemma":[0.00008851651,0.0002855962,0.000195856,0.001115703,0.0003320166,0.0002809077,0.0002066237,0.00121608,0.000002345387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004375422,"about_ca_system_score_gemma":0.001883882,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2844724,"about_ca_topic_score_gemma":0.01628707,"domain_scores_codex":[0.9952663,0.001526122,0.0005432824,0.0006035307,0.001550795,0.0005099908],"domain_scores_gemma":[0.9963872,0.000271426,0.0008380642,0.0009049821,0.001433111,0.0001651769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002633268,0.0002100811,0.03845457,0.00144215,0.0004955769,0.00002783076,0.0007518874,0.1889998,0.7646696,0.001297945,0.00005302492,0.0009642767],"study_design_scores_gemma":[0.001415048,0.0002709354,0.01121654,0.0009840443,0.0002562069,0.000009182802,0.001636978,0.330736,0.6505303,0.00004028318,0.002555265,0.0003492541],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654472,0.0003073316,0.00001302943,0.000007416657,0.001288391,0.001847964,0.00002663594,0.00002984814,0.03103215],"genre_scores_gemma":[0.9863094,0.00002575344,0.00001358217,0.000001454757,0.0001425768,0.00003290928,0.00006665783,0.00005926936,0.01334839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2681853,"threshold_uncertainty_score":0.9999596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04407201030934781,"score_gpt":0.2878313603867819,"score_spread":0.243759350077434,"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."}}