{"id":"W4412053244","doi":"10.1016/j.matchar.2025.115347","title":"Precipitation in laser powder bed-fused 300-grade maraging steel: Aging at 440 °C for 10 h","year":2025,"lang":"en","type":"article","venue":"Materials Characterization","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; Maraging steel; Precipitation; Metallurgy; Laser; Meteorology; Optics","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":[0.0003902019,0.0003569361,0.0004343555,0.0002906249,0.0004213532,0.000252024,0.0004372555,0.0004426972,0.002309211],"category_scores_gemma":[0.0003877235,0.0002394813,0.0002731591,0.0003676229,0.0002330016,0.0002890396,0.00013355,0.0004898632,0.0009532061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005029109,"about_ca_system_score_gemma":0.0004806157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004043839,"about_ca_topic_score_gemma":0.007493556,"domain_scores_codex":[0.9995953,0.00002767228,0.00002853229,0.0001111822,0.0001569373,0.00008040196],"domain_scores_gemma":[0.9997897,0.00002544465,0.00003516949,0.00002370056,0.0001087942,0.00001722258],"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":[0.0001653574,0.00002426163,0.0002979689,0.00006222557,0.00001283961,0.00004847852,0.00007521916,0.0002540017,0.9972613,0.00004396118,0.0002006885,0.001553767],"study_design_scores_gemma":[0.00001082005,0.0002114358,0.002507196,0.00000420457,0.00001219037,0.000041177,0.00003684021,0.0006451073,0.9949145,0.00001537007,0.001593069,0.000007998002],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906024,0.0007556612,0.003995088,0.0001095046,0.00007917317,0.00003816774,0.0007496079,0.0002024264,0.003468022],"genre_scores_gemma":[0.9900188,0.0004325805,0.002395166,0.00004740902,0.00002147007,0.00002380981,0.000978229,0.00007605736,0.006006485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004043839,"threshold_uncertainty_score":0.008040607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100058232124264,"score_gpt":0.2286012519044938,"score_spread":0.2185954286920674,"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."}}