{"id":"W4391644257","doi":"10.3390/su16041444","title":"Sustainable Production of Ultrathin Ge Freestanding Membranes","year":2024,"lang":"en","type":"article","venue":"Sustainability","topic":"Nanowire Synthesis and Applications","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"Institut National des Sciences Appliquées de Lyon; Centre National de la Recherche Scientifique; Fonds de recherche du Québec – Nature et technologies; Umicore; Université Grenoble Alpes; Natural Sciences and Engineering Research Council of Canada; Université de Sherbrooke; Mitacs; Indian National Science Academy","keywords":"Wafer; Substrate (aquarium); Fabrication; Materials science; Reuse; Nanotechnology; Etching (microfabrication); Isotropic etching; Polishing; Optoelectronics; Process engineering; Layer (electronics); Engineering; Metallurgy; Waste management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005167361,0.000111167,0.0001456613,0.0001030642,0.00007117353,0.00004316253,0.00009846802,0.00005873911,0.00005011147],"category_scores_gemma":[0.0003499644,0.000103234,0.00007488022,0.0004941568,0.00007834526,0.000225618,0.00001874378,0.000116309,0.000005125677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004684556,"about_ca_system_score_gemma":0.0001281349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007593755,"about_ca_topic_score_gemma":0.000008157482,"domain_scores_codex":[0.9991417,0.00002530197,0.0002369323,0.0002214497,0.0001183979,0.0002562307],"domain_scores_gemma":[0.9993013,0.00008554842,0.00001428695,0.0003243653,0.0002334826,0.00004099626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000409471,0.0003632105,0.004449073,0.04957329,0.0002361858,0.00007318893,0.008812902,0.03451553,0.09406464,0.7229844,0.01166636,0.07322023],"study_design_scores_gemma":[0.0002144581,0.00008170548,0.005811357,0.0002051929,0.0001335982,0.00002479779,0.01790098,0.01562284,0.4732493,0.246952,0.2389363,0.000867433],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861374,0.00263882,0.00355549,0.001121436,0.000399984,0.0008056574,0.000009320752,0.0009240542,0.004407783],"genre_scores_gemma":[0.997483,0.00005550918,0.0001439469,0.000001528646,0.0000961262,0.00008703614,0.000003503228,0.0000233413,0.002106072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4760325,"threshold_uncertainty_score":0.4209759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005819358527064458,"score_gpt":0.2305462116735318,"score_spread":0.2247268531464673,"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."}}