{"id":"W4412860600","doi":"10.1016/j.jmrt.2025.07.133","title":"Hybrid experimental–numerical study on nanoindentation response of dual-phase steels: From macroscale to atomic scale","year":2025,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Nanoindentation; Materials science; Dual (grammatical number); Atomic units; Scale (ratio); Phase (matter); Metallurgy; Dual-phase steel; Composite material; Nanotechnology; Microstructure; Martensite","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":[0.001248605,0.0001027051,0.0003621292,0.0008322212,0.0000563405,0.00004067592,0.0002020297,0.00008518907,0.0000748634],"category_scores_gemma":[0.0001921225,0.00008666865,0.00002435215,0.0003392085,0.00006347828,0.00006353997,0.0001463026,0.0002145506,0.00001490698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000715428,"about_ca_system_score_gemma":0.00003822201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001176282,"about_ca_topic_score_gemma":8.096377e-7,"domain_scores_codex":[0.9986332,0.0002177655,0.0004802871,0.0001382937,0.0003134671,0.0002169943],"domain_scores_gemma":[0.9994106,0.0001055173,0.00006806015,0.0001965255,0.0001415231,0.00007775846],"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":[0.002388343,0.0004606261,0.00007739199,0.00001790656,0.00006490817,0.00008128905,0.0001515971,0.000005351701,0.9949912,0.000238507,0.0006966833,0.0008261352],"study_design_scores_gemma":[0.001607647,0.003121155,0.0003505075,0.00007807018,0.000008748615,0.00002381332,0.001083427,0.00004204402,0.9902377,0.003030895,0.0003550321,0.00006103424],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981143,0.0002674582,0.0003353912,0.0002380376,0.0006601635,0.0002790787,0.00004859583,0.00003078183,0.00002617067],"genre_scores_gemma":[0.9994001,0.00002741908,0.0003739431,0.00001168326,0.00003166396,0.00001793639,0.000001738251,0.00001290523,0.0001225593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004753635,"threshold_uncertainty_score":0.3534245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03080685695469972,"score_gpt":0.3650546202598479,"score_spread":0.3342477633051482,"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."}}