{"id":"W4384929751","doi":"10.3390/app13148383","title":"Recent Progress in Hybrid Additive Manufacturing of Metallic Materials","year":2023,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada; Atlantic Canada Opportunities Agency; New Brunswick Innovation Foundation","keywords":"Manufacturing engineering; Computer science; Process engineering; Mechanical engineering; Materials science; Engineering","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":[0.001201493,0.0007135403,0.00072147,0.001934405,0.0003615463,0.001289487,0.000816073,0.000930403,0.003375692],"category_scores_gemma":[0.0009508554,0.0005732734,0.000675482,0.002646683,0.000514178,0.001644645,0.0008567619,0.001130944,0.00162755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005987481,"about_ca_system_score_gemma":0.0008645506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005936957,"about_ca_topic_score_gemma":0.0008131593,"domain_scores_codex":[0.9995321,0.00006398914,0.00004664561,0.0001249792,0.0001950039,0.00003730393],"domain_scores_gemma":[0.99915,0.0004474334,0.000103803,0.000050956,0.0002125387,0.00003523888],"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":[0.000130238,0.0001634339,0.0006971918,0.03364415,0.000141052,0.0004253577,0.000372485,0.003669315,0.04499143,0.02584273,0.01022479,0.8796979],"study_design_scores_gemma":[0.00001267616,0.0004557583,0.001352359,0.00184719,0.0001961448,0.001789531,0.0002044842,0.001920503,0.03716228,0.006070797,0.9489251,0.00006312449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004163341,0.9742202,0.009580635,0.0003678435,0.0003458696,0.00002219669,0.0000558636,0.00005822545,0.01118581],"genre_scores_gemma":[0.02512291,0.9579762,0.01214619,0.0003666278,0.0005312609,0.00003798599,0.0001791425,0.00002700709,0.00361257],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003375692,"threshold_uncertainty_score":0.01129276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068721999506696,"score_gpt":0.2438496081499902,"score_spread":0.2231623881549233,"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."}}