{"id":"W7029518989","doi":"","title":"Laser ultrasonics as a new research tool for the in-situ characterization of metallurgical processes","year":2012,"lang":"en","type":"other","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microstructure; Characterization (materials science); Laser; Recrystallization (geology); Laser ultrasonics; Metallography; Ultrasonic sensor","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007414706,0.0005225565,0.0004810512,0.001775968,0.0003018038,0.001072236,0.0009357852,0.0007979266,0.007287698],"category_scores_gemma":[0.0003989259,0.0002037368,0.0001454431,0.001237122,0.0009036895,0.001351997,0.0006118459,0.00058735,0.002846051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009057575,"about_ca_system_score_gemma":0.0006065253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008480957,"about_ca_topic_score_gemma":0.001438844,"domain_scores_codex":[0.9991542,0.00008362755,0.00002300912,0.0001680495,0.0005314684,0.0000396533],"domain_scores_gemma":[0.9996917,0.00006206692,0.00003770377,0.00005278142,0.0001218247,0.00003399482],"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":[0.0001336927,0.00008895657,0.0008704507,0.0006465809,0.00001465808,0.0001810767,0.0001555021,0.0008353641,0.7344671,0.02369126,0.006545444,0.2323699],"study_design_scores_gemma":[0.00005202053,0.0008997776,0.003597973,0.0001288238,0.00007036665,0.002888423,0.0001890153,0.01249605,0.593339,0.004952179,0.3813225,0.00006388081],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1504581,0.05970982,0.5561895,0.003826438,0.001392926,0.0004983922,0.001513753,0.004987034,0.2214241],"genre_scores_gemma":[0.4084063,0.03650955,0.4142206,0.0008037782,0.001041502,0.0003162779,0.001652948,0.0005299859,0.1365191],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007287698,"threshold_uncertainty_score":0.02437985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06204381970306696,"score_gpt":0.3464051025798507,"score_spread":0.2843612828767838,"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."}}