{"id":"W4385491554","doi":"10.32920/23822655.v1","title":"Foaming of friction stir processed Al/MgCO3 precursor via flame heating","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Foaming agent; Materials science; Friction stir processing; Microstructure; Aluminium; Metal foam; Alloy; Composite material; Magnesium; Absorption (acoustics); Metal; Metallurgy; Porosity","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":[0.00007559061,0.0002032705,0.0001655085,0.0002720337,0.0001929422,0.0001514631,0.0001697338,0.0002353285,0.001514463],"category_scores_gemma":[0.0001405627,0.0001214917,0.0001668075,0.0001993802,0.0001432488,0.0001913184,0.0001388211,0.000213558,0.0002892665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001830657,"about_ca_system_score_gemma":0.0001242198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001298142,"about_ca_topic_score_gemma":0.002846858,"domain_scores_codex":[0.9999219,0.000003485729,0.000003844987,0.00002068211,0.00003044898,0.0000196775],"domain_scores_gemma":[0.9999548,0.000009355917,0.00001150968,0.000005648701,0.00001076817,0.000007887455],"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":[0.00008721227,0.000006662058,0.0001257327,0.00004606198,0.000001703966,0.00009825186,0.00004391155,0.0001116843,0.9969573,0.00006552842,0.00004880096,0.002407191],"study_design_scores_gemma":[0.000003769196,0.00009661136,0.0008194164,0.000003591496,0.000002799058,0.0000463519,0.00001815452,0.0008741054,0.9973179,0.00001474167,0.0007998711,0.00000267414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947504,0.0005275298,0.001957812,0.00002672202,0.000022672,0.00001831493,0.0001621583,0.0001666691,0.002367793],"genre_scores_gemma":[0.9967594,0.0001417728,0.001913372,0.000009103738,0.000003499833,0.000007404046,0.00007702225,0.00002196761,0.001066584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001514463,"threshold_uncertainty_score":0.005066395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02429322813233229,"score_gpt":0.2323196496639506,"score_spread":0.2080264215316183,"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."}}