{"id":"W4297222909","doi":"10.3390/photonics9100690","title":"Optimization of Multi-Layer Data Recording and Reading in an Optical Disc","year":2022,"lang":"en","type":"article","venue":"Photonics","topic":"Phase-change materials and chalcogenides","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Optics; Laser; Optical disc; Materials science; Layer (electronics); Optical recording; Scattering; Reading (process); Light scattering; Diffraction; 3D optical data storage; Polycarbonate; Computer science; Optoelectronics; Physics; Nanotechnology; Composite material","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":[0.0006922204,0.00007318881,0.0001543357,0.00005304583,0.00009582895,0.00004657758,0.0002813301,0.00002340865,0.000451724],"category_scores_gemma":[0.00005808315,0.0000727254,0.000008896875,0.00009223187,0.00003420706,0.0002796336,0.0005660475,0.00005531688,0.000001247977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003589913,"about_ca_system_score_gemma":0.0000248406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001376694,"about_ca_topic_score_gemma":0.00008356445,"domain_scores_codex":[0.9991388,0.00007973253,0.0002128603,0.0002788652,0.0001306421,0.0001590563],"domain_scores_gemma":[0.9994875,0.00003645134,0.00007859302,0.0003371301,0.000016197,0.00004411112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004751465,0.0001046554,0.0002618101,0.00002183905,0.000001739915,0.000007457727,0.0005335953,0.00812583,0.9903774,0.0001997694,0.00001408698,0.000304338],"study_design_scores_gemma":[0.000631887,0.0001234088,0.000194783,0.00002091654,0.00001751985,0.00001991928,0.0008929223,0.702795,0.2947246,0.000135663,0.0002554404,0.0001878987],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979436,0.0001132582,0.001237469,0.00005476217,0.0002387189,0.0001255426,0.0002020519,0.0000206397,0.00006396078],"genre_scores_gemma":[0.9728357,0.00004744248,0.02692202,0.00004288466,0.00001596157,0.0000206625,0.00009220694,0.00001335976,0.000009768215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6956527,"threshold_uncertainty_score":0.4946061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126486986537987,"score_gpt":0.3360831996280655,"score_spread":0.2095962130900785,"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."}}