{"id":"W4386105604","doi":"10.31399/asm.amp.2023-04.p023","title":"Aluminum Applications in Marine Transportation","year":2023,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Engineering Applied Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Weldability; Corrosion; Formability; Aluminium; Environmental science; Metallurgy; Engineering; Materials science; Welding","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":[],"consensus_categories":[],"category_scores_codex":[0.0001408266,0.00007966244,0.00009124266,0.0001514966,0.00002216521,0.00001175688,0.000132158,0.00006039351,0.0000399569],"category_scores_gemma":[0.00001485855,0.00008089116,0.0000271209,0.0009880583,0.00003319603,0.00004988293,0.00001704448,0.0001807468,0.0002799405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003902716,"about_ca_system_score_gemma":0.000004712403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001697469,"about_ca_topic_score_gemma":0.0001351981,"domain_scores_codex":[0.9992767,0.000004793337,0.000180751,0.0001276669,0.0001435546,0.0002665285],"domain_scores_gemma":[0.9996436,0.00008488402,0.000005400909,0.0001930062,0.00001051841,0.00006264485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000009085003,0.0001221386,0.03226902,0.0001964051,0.00002261275,0.00003895079,0.0002536343,0.1724817,0.6959604,0.01775808,0.00273357,0.07815439],"study_design_scores_gemma":[0.0004485951,0.00002922209,0.8092309,0.00002544534,0.000009657303,0.000002464449,0.0001409966,0.05086049,0.1209077,0.009149255,0.008833603,0.0003617441],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924133,0.00001946415,0.003582559,0.0001927917,0.00001950963,0.0002565708,0.000005860694,0.001984514,0.001525474],"genre_scores_gemma":[0.997681,0.00003820152,0.001812307,0.000006522011,0.0000232231,0.0003262969,0.00003213802,0.00002884487,0.00005142247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7769618,"threshold_uncertainty_score":0.3598162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230739117310101,"score_gpt":0.2508762336356156,"score_spread":0.2385688424625146,"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."}}