{"id":"W2748967854","doi":"10.11159/ehst17.116","title":"Selective Solar Concentrators for Biofuel Production and Photovoltaic Applications","year":2017,"lang":"en","type":"article","venue":"Proceedings of the International Conference of Energy Harvesting, Storage, and Transfer","topic":"solar cell performance optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Photovoltaic system; Production (economics); Biofuel; Environmental science; Engineering physics; Engineering; Electrical engineering; Waste management","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":[0.00009734038,0.0001040714,0.0001188369,0.00005116893,0.000169589,0.00009099515,0.0002266818,0.00005136711,0.000004294021],"category_scores_gemma":[0.00009812094,0.0000914937,0.00003085382,0.00004211011,0.0001719943,0.0004766409,0.00002288721,0.00006855833,6.369814e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001907726,"about_ca_system_score_gemma":0.00002226909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000482738,"about_ca_topic_score_gemma":0.00006027506,"domain_scores_codex":[0.9994556,0.000001453266,0.0001744537,0.0001551101,0.0001198258,0.0000935151],"domain_scores_gemma":[0.9993123,0.0000143241,0.00008716703,0.00007008469,0.0004857285,0.00003032965],"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":[0.00008511652,0.00006696638,0.07366131,0.0006630129,0.0002368406,6.071438e-8,0.001017754,0.0016248,0.8695398,0.04716881,0.0001334853,0.005802071],"study_design_scores_gemma":[0.000698488,0.00008004732,0.02374355,0.0003202498,0.00008619115,0.00000848803,0.0002362946,0.1583113,0.8109942,0.003504025,0.001731708,0.0002854576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805052,0.00009325136,0.0144421,0.00008317041,0.0002342552,0.0002753412,0.00002728279,0.00003575535,0.004303666],"genre_scores_gemma":[0.9977998,0.0002900301,0.001537892,0.000006619649,0.00006562311,0.00008134377,0.000003953155,0.0000145411,0.0002002071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1566865,"threshold_uncertainty_score":0.3731005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769291974890268,"score_gpt":0.2175068353990929,"score_spread":0.1998139156501902,"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."}}