{"id":"W4413100924","doi":"10.1002/adma.202505101","title":"Overcoming Material Incompatibility via 2D Free‐Surface Engineering","year":2025,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Nanowire Synthesis and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Materials science; Microelectronics; Heterojunction; Dislocation; Wafer; Epitaxy; Optoelectronics; Photoluminescence; Nanotechnology; Free surface; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001837837,0.0005601661,0.0003644167,0.0003909175,0.000268403,0.0008721672,0.0007071579,0.0006610092,0.002329021],"category_scores_gemma":[0.0002616422,0.0005053573,0.0003147628,0.0002568705,0.0003859313,0.0006457179,0.001075433,0.0006382671,0.0007935475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000416586,"about_ca_system_score_gemma":0.0003001541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002956337,"about_ca_topic_score_gemma":0.0009954703,"domain_scores_codex":[0.9997821,0.00001561357,0.000009623849,0.00004076699,0.0001052329,0.00004660267],"domain_scores_gemma":[0.999854,0.0000410401,0.00003060557,0.00003741072,0.00002305448,0.0000139414],"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":[0.00004009137,0.0000682143,0.0001923716,0.0001726812,0.00002057295,0.000255815,0.00006003683,0.004450348,0.9698159,0.009473301,0.0008049395,0.01464564],"study_design_scores_gemma":[0.00008036938,0.0004845068,0.0008360931,0.00003469775,0.00003479488,0.0006034001,0.00008533357,0.1309757,0.8221334,0.005684389,0.03899568,0.00005174192],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8186701,0.002303366,0.1439891,0.0005079397,0.0004518985,0.0001617548,0.0003878763,0.001521893,0.03200617],"genre_scores_gemma":[0.9380757,0.001069151,0.05494522,0.0001401471,0.00004130558,0.0001525213,0.0003024791,0.0001810887,0.005092435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002329021,"threshold_uncertainty_score":0.00779134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004140833373948969,"score_gpt":0.215360636781096,"score_spread":0.211219803407147,"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."}}