{"id":"W3026736055","doi":"10.1063/1.5111042","title":"Chaos: A new mechanism for enhancing the optical generation rate in optically thin solar cells","year":2019,"lang":"en","type":"article","venue":"Chaos An Interdisciplinary Journal of Nonlinear Science","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Norges Forskningsråd; Réseau de cancérologie Rossy","keywords":"Mechanism (biology); Materials science; Optoelectronics; Physics; Optics; Computer science; Environmental science","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":[0.003862896,0.0001802799,0.0002636902,0.0003590561,0.0003285303,0.0005509426,0.002010658,0.00007284749,0.00001226414],"category_scores_gemma":[0.00007811794,0.0001225342,0.0001325163,0.000571239,0.0001087602,0.002463763,0.0006788467,0.000372565,0.00003471687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303239,"about_ca_system_score_gemma":0.0005813067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004589652,"about_ca_topic_score_gemma":0.00008821776,"domain_scores_codex":[0.9978171,0.0000800405,0.0007837364,0.0003661031,0.0005374396,0.0004155963],"domain_scores_gemma":[0.9982791,0.0001415377,0.0003962643,0.0004965446,0.0004623669,0.0002241631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001308612,0.0004392094,0.0001084581,0.00006374783,0.00002696798,0.0000479151,0.01759227,0.01427483,0.8854669,0.05811095,0.00007343682,0.02366441],"study_design_scores_gemma":[0.0004947816,0.0008637972,0.0002446718,0.00009937866,0.000006099504,0.00009822414,0.0004211256,0.9372384,0.05482487,0.00551845,0.00002715952,0.0001630353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4844081,0.000008625777,0.5123976,0.001835843,0.001078633,0.0002159763,0.000002494521,0.000009007154,0.00004364368],"genre_scores_gemma":[0.8465998,0.00001862599,0.1523097,0.0003581966,0.0006198126,0.000003630976,0.000003051181,0.00001356019,0.00007361048],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9229636,"threshold_uncertainty_score":0.5312752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01990726516054421,"score_gpt":0.2988685043082909,"score_spread":0.2789612391477467,"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."}}