{"id":"W2209472447","doi":"10.1109/jphotov.2015.2487829","title":"Model of Cracked Solar Cell Metallization Leading to Permanent Module Power Loss","year":2015,"lang":"en","type":"article","venue":"IEEE Journal of Photovoltaics","topic":"Silicon and Solar Cell Technologies","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Gender and Health; Bundesministerium für Bildung und Forschung","keywords":"Silicon; Materials science; Bending; Composite material; Optoelectronics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003234515,0.0001399022,0.0003017884,0.000245177,0.00002031946,0.00002284069,0.0002703469,0.0001190823,0.000009105674],"category_scores_gemma":[0.00006688125,0.0001296162,0.0001125954,0.0001824962,0.00002955102,0.0002109091,0.00002568203,0.0002482241,0.00001771557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001131493,"about_ca_system_score_gemma":0.00004923643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000318969,"about_ca_topic_score_gemma":0.000003925798,"domain_scores_codex":[0.9989571,0.00001510589,0.0004370752,0.0000815217,0.0003215379,0.0001876385],"domain_scores_gemma":[0.9992594,0.00001863583,0.0001368509,0.0001907764,0.0002514252,0.0001429205],"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":[0.00001344659,0.00002750758,0.0003119465,0.00002729377,0.00002600932,0.00000984479,0.0007672458,0.3897434,0.6071594,0.00002524418,0.001810861,0.00007779478],"study_design_scores_gemma":[0.0003677858,0.0001189305,0.00002538549,0.00003100671,0.00002922485,0.00001888209,0.0003585029,0.1711699,0.8263014,0.0005548222,0.0008907242,0.000133455],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379649,0.000322992,0.06011668,0.00002137444,0.0004746311,0.00008640586,0.0000052627,0.00006832572,0.0009394527],"genre_scores_gemma":[0.9945952,0.000131423,0.004980135,0.00004009421,0.00004038451,0.000001505229,7.220333e-7,0.00003214891,0.0001783383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.219142,"threshold_uncertainty_score":0.5285596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03688221075838476,"score_gpt":0.2451442110723578,"score_spread":0.2082620003139731,"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."}}