{"id":"W2921499278","doi":"10.1002/mdp2.56","title":"Short review on modeling approaches for metal additive manufacturing process","year":2019,"lang":"en","type":"article","venue":"Material Design & Processing Communications","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Residual stress; Distortion (music); Process (computing); Economic shortage; Computer science; Process modeling; Residual; Manufacturing process; Manufacturing engineering; Process engineering; Work in process; Engineering; Materials science; Algorithm; Metallurgy; Operations management","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":[0.0005616621,0.001669326,0.001144408,0.002258539,0.0004470904,0.001524405,0.001645894,0.001546981,0.01083385],"category_scores_gemma":[0.001077839,0.0006467853,0.001499207,0.002752075,0.0003405602,0.002104109,0.0006828734,0.001244566,0.006892036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000629233,"about_ca_system_score_gemma":0.000982043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001656431,"about_ca_topic_score_gemma":0.001228694,"domain_scores_codex":[0.9994424,0.00008491658,0.00007893717,0.0001104418,0.0002600215,0.00002324184],"domain_scores_gemma":[0.9994342,0.0002530168,0.0000616328,0.00004596482,0.0001899813,0.00001517727],"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":[0.00009229143,0.00009286424,0.0005622074,0.01717259,0.0001820635,0.0004732744,0.0002056485,0.03819479,0.009279294,0.05784694,0.05902141,0.8168767],"study_design_scores_gemma":[0.000008550988,0.00009452936,0.0004351847,0.002202818,0.0001235983,0.0007352983,0.00005637596,0.01978771,0.003300751,0.01781825,0.95538,0.00005699004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001644934,0.8435742,0.1263137,0.001103119,0.002448968,0.00009236088,0.0006732013,0.000589537,0.02356004],"genre_scores_gemma":[0.01621534,0.8880853,0.07214897,0.000665139,0.002380499,0.0001575097,0.001322722,0.0002922346,0.01873219],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01083385,"threshold_uncertainty_score":0.03624284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058679132124328,"score_gpt":0.2905715238276149,"score_spread":0.1847036106151821,"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."}}