{"id":"W4401501737","doi":"10.1038/s41699-024-00491-8","title":"Automated and parallel transfer of arrays of oriented graphene ribbons","year":2024,"lang":"en","type":"article","venue":"npj 2D Materials and Applications","topic":"Graphene research and applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec; Institute for Research in Immunology and Cancer","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Graphene; Transfer (computing); Materials science; Computer science; Nanotechnology; Parallel computing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001834937,0.0005369781,0.0003584908,0.000589441,0.0002652827,0.0004342584,0.0004746197,0.0003637398,0.001443887],"category_scores_gemma":[0.0003180726,0.0003560729,0.0002980644,0.0003390591,0.0003504533,0.0004196907,0.0007497832,0.0006378979,0.0006847839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002684611,"about_ca_system_score_gemma":0.0002110941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004188941,"about_ca_topic_score_gemma":0.0008745873,"domain_scores_codex":[0.9997393,0.00003169488,0.00001925845,0.00008973782,0.00007362144,0.00004619386],"domain_scores_gemma":[0.9997213,0.00006201546,0.00006542384,0.0001073449,0.00002553494,0.00001839939],"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":[0.00001705568,0.00002320966,0.000101516,0.00002993131,0.000006897265,0.00004277746,0.00001627924,0.0006272552,0.9939327,0.0001850608,0.0001204146,0.004896965],"study_design_scores_gemma":[0.000009609755,0.00006844874,0.000739066,0.000003107751,0.000004906601,0.00004860728,0.00001745081,0.00600875,0.991687,0.000133092,0.001268706,0.00001127534],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9109168,0.0004356849,0.08135425,0.0001569884,0.0001262212,0.0001774635,0.0005448445,0.001901941,0.00438583],"genre_scores_gemma":[0.9349108,0.0002908046,0.06218976,0.00005823357,0.00003303002,0.0001260784,0.0003252808,0.0001513063,0.001914716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001443887,"threshold_uncertainty_score":0.004830301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136066864293412,"score_gpt":0.2797562446962852,"score_spread":0.266149558266944,"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."}}