{"id":"W4413952791","doi":"10.1177/09506608251369176","title":"Ultrasonic processing of lightweight alloys: A critical review","year":2025,"lang":"en","type":"review","venue":"International Materials Reviews","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"","keywords":"Ultrasonic sensor; Materials science; Materials processing; Process engineering; Engineering; Acoustics; Physics","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":[0.0006293839,0.001154469,0.001208739,0.002726692,0.0003516444,0.001122198,0.0008281446,0.0009511576,0.004291935],"category_scores_gemma":[0.0007792421,0.0004847973,0.0008012705,0.002868294,0.0003494744,0.001372604,0.0005001468,0.001024852,0.001840994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004770053,"about_ca_system_score_gemma":0.001441294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001319093,"about_ca_topic_score_gemma":0.001656648,"domain_scores_codex":[0.9997109,0.00003620615,0.00005486715,0.00005433472,0.0001175595,0.00002625089],"domain_scores_gemma":[0.9995134,0.0002482133,0.00007388851,0.0000136223,0.0001303513,0.000020574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007320003,0.000123663,0.0002908295,0.0847315,0.0001407536,0.0003334282,0.0001686032,0.0008145186,0.006903359,0.004020167,0.02113995,0.8812601],"study_design_scores_gemma":[0.000008293428,0.0001682483,0.0009280309,0.006991377,0.0002340478,0.001025122,0.0001007782,0.0001717151,0.002303029,0.001124192,0.9869174,0.00002777279],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002807155,0.9984397,0.0001726597,0.0001023684,0.0001542523,0.00000619273,0.00001850937,0.000007907287,0.000817624],"genre_scores_gemma":[0.001014875,0.9980637,0.0002756546,0.00006895658,0.0001031643,0.000007120479,0.00003030638,0.000001890765,0.0004343267],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004291935,"threshold_uncertainty_score":0.01435792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04636913675709865,"score_gpt":0.334977901164126,"score_spread":0.2886087644070273,"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."}}