{"id":"W4372285931","doi":"10.3390/jmmp7030089","title":"Ultrafast Laser Additive Manufacturing: A Review","year":2023,"lang":"en","type":"review","venue":"Journal of Manufacturing and Materials Processing","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ultrashort pulse; Laser; Selective laser sintering; Nanotechnology; Lithography; Materials science; Process (computing); Computer science; Manufacturing engineering; Engineering; Optoelectronics; Optics; Physics","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":[0.0004703099,0.0009704835,0.001045156,0.003370826,0.0004257172,0.001149278,0.0008908021,0.0009512197,0.007031207],"category_scores_gemma":[0.0005069516,0.000416591,0.0006208926,0.003673755,0.00031191,0.001430095,0.0006393266,0.001242331,0.003262198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005118274,"about_ca_system_score_gemma":0.001288438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001223984,"about_ca_topic_score_gemma":0.001825575,"domain_scores_codex":[0.9997988,0.00001795286,0.00002651842,0.000040114,0.00009538935,0.00002126624],"domain_scores_gemma":[0.9996632,0.000139681,0.00005924491,0.00001240877,0.00009877537,0.00002668738],"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":[0.0000446098,0.0001286268,0.0001753672,0.03343265,0.00007259,0.0002281055,0.00008434828,0.0004864797,0.00435573,0.004026295,0.03099194,0.9259733],"study_design_scores_gemma":[0.000004763229,0.00007358858,0.0004489429,0.002974131,0.00006886516,0.0008045968,0.00004098541,0.00008214106,0.0008185505,0.0009563033,0.9937128,0.00001433803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002091421,0.9973555,0.0001857386,0.0001191469,0.0002510718,0.000007434279,0.00002934633,0.00001158778,0.001831013],"genre_scores_gemma":[0.0008068124,0.9976168,0.00030088,0.00009985732,0.00014211,0.000008584968,0.00004175208,0.000002000409,0.0009813322],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007031207,"threshold_uncertainty_score":0.02352172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03537514918523602,"score_gpt":0.2995223588723975,"score_spread":0.2641472096871614,"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."}}