{"id":"W2039810869","doi":"10.1007/s10836-011-5226-7","title":"Tungsten Lamps as an Affordable Light Source for Testing of Photovoltaic Cells","year":2011,"lang":"en","type":"article","venue":"Journal of Electronic Testing","topic":"Organic Electronics and Photovoltaics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Photovoltaic system; Light source; Materials science; Optoelectronics; Tungsten; Silicon; Optics; Electrical engineering; Engineering; Physics; Metallurgy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009308791,0.000264946,0.0004673401,0.0001897125,0.000110947,0.00003331462,0.0004283228,0.0001292644,0.00004041004],"category_scores_gemma":[0.0004661288,0.0002531728,0.0001459602,0.000518118,0.00002442027,0.0003004494,0.00002980974,0.0006235432,0.000003411324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002265582,"about_ca_system_score_gemma":0.0004704694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000919168,"about_ca_topic_score_gemma":0.00004067279,"domain_scores_codex":[0.9978498,0.00003059511,0.0008149893,0.0001741355,0.0002543624,0.0008761087],"domain_scores_gemma":[0.9982064,0.000407406,0.0005289525,0.0002454174,0.0004415941,0.0001702277],"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":[0.00004049282,0.00008881522,0.0008147897,0.0001298248,0.0001113268,0.000007026111,0.0005489705,0.003976315,0.9915429,0.000239732,0.000179208,0.002320639],"study_design_scores_gemma":[0.000670954,0.002586723,0.00007605483,0.0001577947,0.0001245112,0.0003258465,0.0001336914,0.04510194,0.9414853,0.005513316,0.00352417,0.0002996854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992003,0.001286804,0.003287522,0.000007025553,0.0002038711,0.0002444,0.000003498047,0.0001177475,0.002846191],"genre_scores_gemma":[0.9852729,0.00002126315,0.01415651,0.000026615,0.0002646487,0.000006241607,0.000001230731,0.0001117611,0.0001388513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05005755,"threshold_uncertainty_score":0.9999921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02189312402226936,"score_gpt":0.2120056408223383,"score_spread":0.190112516800069,"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."}}