{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000264105,0.00004314034,0.00004530386,0.00002697274,0.00001704025,0.00003204669,0.00001764934,0.00002149896,0.0005800131],"category_scores_gemma":[0.00001229718,0.00004559707,0.000005191701,0.0001117792,0.000004560184,0.000109084,0.00001507723,0.00003818725,0.00008753726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001545651,"about_ca_system_score_gemma":0.000004798111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001766168,"about_ca_topic_score_gemma":0.00001156478,"domain_scores_codex":[0.9997467,0.000001721831,0.00005557492,0.00008458185,0.00003974879,0.00007161702],"domain_scores_gemma":[0.9998329,0.000003153355,0.000002958005,0.00009394348,0.000032761,0.00003431245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001203549,0.00003562426,0.007317264,0.00019932,0.00005795747,0.00001260384,0.001005487,0.6424878,0.2134514,0.009916252,0.05718144,0.06832283],"study_design_scores_gemma":[0.0002228096,0.00002402841,0.008295988,0.00001044178,0.000008177966,0.00002748908,0.000176036,0.8742154,0.06417357,0.0001043341,0.05250754,0.0002341507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8261699,0.0001439458,0.1409946,0.001751271,0.001216303,0.0001051608,0.000001089415,0.0003888136,0.02922893],"genre_scores_gemma":[0.947667,0.0001788901,0.04961102,0.00009469446,0.0005310623,0.000006724404,0.00001493517,0.00001604495,0.001879591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2317276,"threshold_uncertainty_score":0.6350737,"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."}}