{"id":"W2472127376","doi":"10.1038/nphoton.2016.124","title":"Stable multilevel memories","year":2016,"lang":"en","type":"article","venue":"Nature Photonics","topic":"Photochromic and Fluorescence Chemistry","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001923715,0.0001461821,0.0001622012,0.00001957233,0.00009626554,0.0000379794,0.000381282,0.0003007796,0.001719386],"category_scores_gemma":[0.0002025078,0.00008937092,0.00005058378,0.00006578162,0.0001414779,0.0001930625,0.00009548392,0.0002232703,0.0003328748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000872,"about_ca_system_score_gemma":0.0001274606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008969313,"about_ca_topic_score_gemma":0.000004718628,"domain_scores_codex":[0.9988947,0.00001352555,0.0001567926,0.0003247032,0.0002584325,0.0003518282],"domain_scores_gemma":[0.9992532,0.0000880782,0.00006800302,0.0003980363,0.00009079222,0.0001019042],"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":[0.00002876096,0.00002366977,0.00009569079,0.00001442979,0.000003059424,0.000007721605,0.00006013798,6.11092e-7,0.9935582,0.0003075694,0.00546965,0.0004304876],"study_design_scores_gemma":[0.0003746427,0.00001005929,0.0001768533,0.00004722404,0.000005895476,0.00001270679,0.00002373684,0.00004835566,0.9701271,0.001181892,0.02782999,0.0001615292],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907735,0.0006093565,0.0003879111,0.0002805881,0.0008328743,0.0001629485,0.0001649511,0.000170056,0.006617828],"genre_scores_gemma":[0.9924172,0.00005792884,0.004063683,0.0003325844,0.00009194761,0.00002451857,0.000003996262,0.00001798463,0.002990194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0234311,"threshold_uncertainty_score":0.9991932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007845199811884262,"score_gpt":0.2435609082068174,"score_spread":0.2357157083949331,"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."}}