{"id":"W4402830108","doi":"10.1016/j.tsf.2024.140539","title":"Preface to a Special Issue E-MRS 2023 Fall Meeting, Symposium A, Integration of advanced materials on silicon, from classical to neuromorphic and quantum applications","year":2024,"lang":"en","type":"article","venue":"Thin Solid Films","topic":"Semiconductor materials and interfaces","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Neuromorphic engineering; Engineering physics; Silicon; Nanotechnology; Materials science; Engineering; Computer science; Optoelectronics; Artificial intelligence; Artificial neural network","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":[0.0001186649,0.0001900296,0.0002986676,0.00006391689,0.00005119903,0.0001711283,0.0001719102,0.00005273033,0.001464363],"category_scores_gemma":[0.000009602066,0.0001633753,0.00004065739,0.0001112252,0.00003552866,0.0001102899,0.00009152223,0.00009963713,0.00040777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001438904,"about_ca_system_score_gemma":0.00002446283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006890519,"about_ca_topic_score_gemma":0.00002391474,"domain_scores_codex":[0.998879,0.00004803408,0.0003603485,0.0004009478,0.0001323381,0.0001793834],"domain_scores_gemma":[0.9994718,0.00006318762,0.00007612111,0.0002407437,0.00004560018,0.0001025817],"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":[0.00005854263,0.00004756639,0.00003225377,0.00001944735,0.00002640639,4.487578e-7,0.001357494,0.0001570286,0.9743249,0.005703256,0.01746169,0.0008109588],"study_design_scores_gemma":[0.0001435811,0.0002468427,0.000380541,0.0002423158,0.00002790207,3.321906e-7,0.00054933,0.000353783,0.9618515,0.001556839,0.03445003,0.000197038],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935697,0.00003190858,0.0002084068,0.001064316,0.001228159,0.0005889915,0.0007618486,0.00004980648,0.002496849],"genre_scores_gemma":[0.9962806,0.000007764802,0.0003094893,0.0001492168,0.001954865,0.000159669,0.0001111722,0.0000298763,0.0009973366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01698834,"threshold_uncertainty_score":0.9994484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713534404151379,"score_gpt":0.2776139686189898,"score_spread":0.260478624577476,"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."}}