{"id":"W4411123221","doi":"10.21776/ub.memi.2025.002.01.4","title":"Emerging Trends in 2D Materials: Beyond Graphene for Next-Generation Applications","year":2025,"lang":"en","type":"article","venue":"Mechanics Exploration and Material Innovation","topic":"2D Materials and Applications","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Graphene; Nanotechnology; Materials science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006793342,0.0004806797,0.0004708414,0.0008828263,0.0003944788,0.001447223,0.0005821194,0.001182102,0.004546567],"category_scores_gemma":[0.0005134933,0.0002529146,0.0004080264,0.0009243878,0.0008022548,0.003809778,0.0009999417,0.001441803,0.001130994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006246084,"about_ca_system_score_gemma":0.0007033887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003376433,"about_ca_topic_score_gemma":0.0009662054,"domain_scores_codex":[0.9997993,0.0000371336,0.00001015123,0.00003266697,0.00008996514,0.00003078956],"domain_scores_gemma":[0.9997162,0.0001461486,0.00003060652,0.00001717832,0.00005570512,0.0000341792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001117413,0.0001449729,0.001050179,0.01077397,0.00006537907,0.0009512667,0.0006328661,0.003266799,0.1020532,0.3529653,0.04134736,0.486637],"study_design_scores_gemma":[0.00001085018,0.0001350519,0.0005340549,0.0009439593,0.00003018632,0.001100515,0.0003610544,0.003836412,0.02435769,0.05937815,0.909269,0.00004309405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01569238,0.9256212,0.01731535,0.01050885,0.001562073,0.0000420156,0.0002290311,0.0002338874,0.02879517],"genre_scores_gemma":[0.1019315,0.854027,0.03239124,0.002871959,0.001237849,0.00009072776,0.0002840733,0.00007306663,0.007092529],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004546567,"threshold_uncertainty_score":0.01520973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06452779664718124,"score_gpt":0.314259074059875,"score_spread":0.2497312774126938,"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."}}