{"id":"W3186145344","doi":"10.48550/arxiv.2107.11462","title":"LEGEND-1000 Preconceptual Design Report","year":2021,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Facilities Council","keywords":"Legend; Medicine; Engineering; History; Art history","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001534981,0.0002068688,0.0002319965,0.00006655889,0.0001796529,0.00009890029,0.0005484941,0.0001026177,0.001466734],"category_scores_gemma":[0.000001281241,0.0002492044,0.000219865,0.0003439414,0.0001230321,0.0001723844,0.0005687985,0.0003622006,0.0001116948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000688984,"about_ca_system_score_gemma":0.0004918032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003118847,"about_ca_topic_score_gemma":0.00001168636,"domain_scores_codex":[0.9985712,0.00006494606,0.0001776444,0.0008651019,0.00006194093,0.000259217],"domain_scores_gemma":[0.9986463,0.00005629473,0.0002092656,0.0008263591,0.000127628,0.000134194],"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":[0.00002305581,0.0006791257,0.02825325,0.00003032965,0.0004624009,0.0008724284,0.001156558,0.6051235,0.0004086699,0.3441657,0.003502669,0.01532233],"study_design_scores_gemma":[0.004531397,0.0004087568,0.02150311,0.0007618197,0.002686332,0.0001167356,0.03314786,0.5791601,0.07477668,0.1906101,0.08210749,0.01018964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2929718,0.00002029219,0.6678486,0.00005457098,0.0002598107,0.0003172327,0.00003411356,0.00006751531,0.038426],"genre_scores_gemma":[0.9896921,0.000008586186,0.0008528613,0.0000219744,0.0001843918,0.000006159929,0.0001295642,0.00001313748,0.009091224],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6967203,"threshold_uncertainty_score":0.999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1055790286103211,"score_gpt":0.2079923923245945,"score_spread":0.1024133637142735,"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."}}