{"id":"W4289782868","doi":"","title":"Substrate engineering for solar cell applications","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Silicon and Solar Cell Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Solar cell; Substrate (aquarium); Materials science; Computer science; Optoelectronics; Geology","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":[0.001445701,0.0003358967,0.0003043597,0.0001913034,0.000175038,0.0002546051,0.001083143,0.0004503063,0.00004500541],"category_scores_gemma":[0.0002372768,0.0003976958,0.0001988261,0.0002252052,0.0001127118,0.0000735787,0.0004402292,0.0005542692,0.00006127711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009489131,"about_ca_system_score_gemma":0.00006915083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000373249,"about_ca_topic_score_gemma":0.00009942066,"domain_scores_codex":[0.9983641,0.0002171989,0.0003854287,0.0004989856,0.0001616552,0.0003726187],"domain_scores_gemma":[0.9968712,0.0005294672,0.0001296713,0.001718879,0.0006414396,0.0001093608],"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":[0.00005106291,0.002794208,0.009204331,0.0210446,0.001752605,0.00002000879,0.02808471,0.05452728,0.3077847,0.2700126,0.04539757,0.2593264],"study_design_scores_gemma":[0.0004143004,3.951397e-7,0.0006597428,0.0005194572,0.0000596788,0.000003154551,0.00009029218,0.2636043,0.6167829,0.003911521,0.1131927,0.0007615701],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09299735,0.002619095,0.875497,0.0006395923,0.0003206387,0.001050061,0.000124382,0.002423826,0.02432801],"genre_scores_gemma":[0.8679658,0.001423107,0.1264017,0.00002342918,0.00006884615,0.0009970847,0.0005148154,0.0001489608,0.002456278],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7749684,"threshold_uncertainty_score":0.9998475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148387472106902,"score_gpt":0.2017725407469924,"score_spread":0.1902886660259234,"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."}}