{"id":"W3134219280","doi":"10.1117/12.2592134","title":"Welcome and Introduction to SPIE Conference 11681","year":2021,"lang":"en","type":"article","venue":"","topic":"solar cell performance optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001819018,0.001658767,0.0009023882,0.002567518,0.001572163,0.00380077,0.001312251,0.003228109,0.3540813],"category_scores_gemma":[0.003925725,0.0005588449,0.001302615,0.0009979188,0.0004818449,0.002650979,0.002287419,0.00365807,0.23733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337948,"about_ca_system_score_gemma":0.001864082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001970857,"about_ca_topic_score_gemma":0.006085025,"domain_scores_codex":[0.9984993,0.0001254403,0.00005107135,0.0001664034,0.0009347793,0.0002231249],"domain_scores_gemma":[0.995092,0.0003271374,0.0001114138,0.0001972495,0.003055045,0.001217089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002793999,0.00002592609,0.00003418865,0.00004876903,0.000002265004,0.00003625184,0.000005939142,0.00004465837,0.0005066072,0.0005193424,0.9711173,0.02763094],"study_design_scores_gemma":[0.000008426014,0.00003504757,0.0001921952,0.00003718058,0.000002423135,0.00008750993,0.00001753174,0.00006368868,0.0002976911,0.0005790007,0.998666,0.00001330086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001562354,0.02811032,0.01361219,0.05700262,0.4512644,0.000718467,0.002785047,0.003715899,0.4412287],"genre_scores_gemma":[0.002566308,0.006865278,0.002648431,0.007410216,0.04828118,0.0001677465,0.001335797,0.001055341,0.9296697],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3540813,"threshold_uncertainty_score":0.9213246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008251164856650034,"score_gpt":0.1918732201404498,"score_spread":0.1836220552837998,"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."}}