{"id":"W2112642164","doi":"10.1016/j.renene.2007.09.018","title":"Solar collector systems to provide hot air in rural applications","year":2007,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Glazing; Solar energy; Thermal; Photovoltaic thermal hybrid solar collector; Galvanization; Environmental science; Nuclear engineering; Engineering; Meteorology; Materials science; Composite material; Electrical engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002781153,0.0003198402,0.0003845611,0.0005376263,0.0008973531,0.0006332542,0.000677072,0.0004770656,0.008955902],"category_scores_gemma":[0.0003167239,0.0002223691,0.0003484649,0.001033093,0.0001638614,0.0005691012,0.0004087868,0.0006191603,0.001967136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002427984,"about_ca_system_score_gemma":0.0004168107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008564681,"about_ca_topic_score_gemma":0.003302116,"domain_scores_codex":[0.9998637,0.00002923024,0.000004752115,0.00002547356,0.00005163798,0.0000252036],"domain_scores_gemma":[0.9997539,0.00006033373,0.00001802352,0.0000365339,0.00010765,0.00002356791],"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":[0.0007754422,0.0003453748,0.00634854,0.001496861,0.0001339436,0.0003303289,0.0007062364,0.006465723,0.6188447,0.007222858,0.01674744,0.3405826],"study_design_scores_gemma":[0.0001801547,0.0009509967,0.01380968,0.0001477074,0.000264233,0.001470729,0.0007269441,0.01996324,0.7548575,0.00347163,0.2040881,0.00006920819],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.529967,0.01112699,0.3203002,0.0009921015,0.001164705,0.0005440479,0.001388785,0.005827911,0.1286883],"genre_scores_gemma":[0.921044,0.002879262,0.02917469,0.0002837542,0.0001778958,0.0001010027,0.000497298,0.0002858658,0.04555628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008955902,"threshold_uncertainty_score":0.02996045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034702523757695,"score_gpt":0.2265704966063161,"score_spread":0.2162234713687392,"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."}}