{"id":"W7116110318","doi":"10.82417/bdv0-4x44","title":"In-situ monitoring of LPBF metal process using a dual-wavelength thermal camera compared to numerical simulations and experimental measurements","year":2025,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Pyrometer; Laser; Thermal; Process (computing); Laser power scaling; Temperature measurement; Fusion; Metal powder; Ranging; Selective laser melting","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002268952,0.0006628525,0.001047442,0.001060056,0.0001021358,0.00006956638,0.0002674933,0.000257494,0.0003618374],"category_scores_gemma":[0.0001149708,0.0007115446,0.0001122792,0.000971469,0.0001129262,0.0002050361,0.0002362205,0.0003564901,0.0001809594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000455364,"about_ca_system_score_gemma":0.0002981198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006318954,"about_ca_topic_score_gemma":0.0002041156,"domain_scores_codex":[0.9968637,0.0002392548,0.0005236108,0.0008101024,0.0009780631,0.0005853244],"domain_scores_gemma":[0.9986443,0.00007325152,0.0004242638,0.0004851627,0.0001471948,0.0002258392],"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":[0.0009437133,0.002116795,0.05663571,0.0005916586,0.001750476,0.00009664403,0.0166931,0.03461324,0.8794453,0.00003786541,0.006724511,0.000351049],"study_design_scores_gemma":[0.01962046,0.0005926418,0.04042209,0.01116657,0.002006034,0.00006207017,0.01791619,0.02123197,0.8561775,0.00002541272,0.02333579,0.007443259],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561862,0.001421495,0.000126226,0.00006084998,0.0007131296,0.002036779,0.0003686704,0.0002398936,0.03884672],"genre_scores_gemma":[0.9854299,0.000001865406,0.003000723,0.00002117506,0.000272738,0.0000588703,0.00001983013,0.000631678,0.0105632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02924369,"threshold_uncertainty_score":0.9995336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0544241845943671,"score_gpt":0.3473406037149204,"score_spread":0.2929164191205533,"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."}}