{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001936872,0.0001978037,0.00030595,0.00004892508,0.00006469739,0.00006417106,0.0002496477,0.00007825494,0.0002415395],"category_scores_gemma":[0.00006132259,0.0002083902,0.00003931069,0.0001504621,0.00001699227,0.0001691979,0.00009150156,0.00005351759,0.00003826571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163548,"about_ca_system_score_gemma":0.00001237379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002408258,"about_ca_topic_score_gemma":0.000005114083,"domain_scores_codex":[0.9990159,0.00001726307,0.0003713424,0.0002237735,0.0001050782,0.0002666674],"domain_scores_gemma":[0.999267,0.00007301447,0.00003463708,0.0005460644,0.0000353573,0.00004394483],"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":[0.000009904408,0.00001294657,0.00001808287,0.0001331732,0.00002001042,6.131829e-7,0.00001603194,0.01546108,0.9808436,0.001139256,0.0003149658,0.002030352],"study_design_scores_gemma":[0.0002291747,0.00000481154,0.0007972664,0.00007149141,0.00001399371,8.437901e-7,0.000005872781,0.001163048,0.984016,0.001703446,0.01179616,0.0001978888],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768037,0.00009009,0.0193268,0.00006006837,0.001466734,0.0003022987,0.00014066,0.0006319092,0.001177741],"genre_scores_gemma":[0.9849527,0.00003533862,0.01472581,0.00002351306,0.00008699494,0.0000661193,0.00001717133,0.00003496452,0.00005741062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01429803,"threshold_uncertainty_score":0.8497906,"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."}}