{"id":"W3211557145","doi":"10.3390/ma14216631","title":"Current Trends in Automotive Lightweighting Strategies and Materials","year":2021,"lang":"en","type":"review","venue":"Materials","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":498,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"Natural Resources Canada","keywords":"Automotive industry; Aerospace; Manufacturing engineering; Sustainability; Material selection; Mechanical engineering; Materials science; Engineering; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007982193,0.001187539,0.0009357402,0.003650944,0.0003979842,0.001338099,0.0009802562,0.001068424,0.005560638],"category_scores_gemma":[0.0008866916,0.0004187642,0.0005666002,0.003470925,0.0005580551,0.001782743,0.0006758847,0.001128382,0.00217169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008798829,"about_ca_system_score_gemma":0.001228964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001629972,"about_ca_topic_score_gemma":0.002149629,"domain_scores_codex":[0.9996173,0.00004195571,0.00005533999,0.00008250086,0.0001633185,0.00003947404],"domain_scores_gemma":[0.9994616,0.0002571606,0.00008825483,0.00002002094,0.0001495379,0.00002345652],"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":[0.00004464656,0.00008347625,0.0002488104,0.03043831,0.00005367744,0.000101948,0.000119307,0.0007481357,0.003927764,0.01627579,0.01665611,0.931302],"study_design_scores_gemma":[0.00000356563,0.00006449632,0.0005595589,0.004095656,0.00007166678,0.0003684544,0.0001104283,0.0001185003,0.001132282,0.00367793,0.9897821,0.00001541077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002999421,0.996744,0.0002237568,0.0001944743,0.0001433235,0.000004149485,0.00002543473,0.00001142077,0.002353378],"genre_scores_gemma":[0.001646794,0.9966491,0.0003388611,0.0001558947,0.000119599,0.000009309349,0.00004842293,0.000002798996,0.001029295],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005560638,"threshold_uncertainty_score":0.01860219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03805373725851605,"score_gpt":0.2963046328844476,"score_spread":0.2582508956259316,"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."}}