{"id":"W4382359167","doi":"10.1016/j.optlastec.2023.109661","title":"Toward an intelligent aluminum laser welded blanks (ALWBs) factory based on industry 4.0; a critical review and novel smart model","year":2023,"lang":"en","type":"review","venue":"Optics & Laser Technology","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; Université du Québec à Rimouski","funders":"","keywords":"Welding; Laser beam welding; Manufacturing engineering; Mechanical engineering; Computer science; Robustness (evolution); Materials science; Laser; Formability; Forming processes; Engineering; Optics; Composite material","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002366744,0.0007747303,0.001834815,0.0004807065,0.0000732142,0.00007326304,0.0005322046,0.001933874,0.000160238],"category_scores_gemma":[0.0003297666,0.0006843128,0.0001578371,0.0003538237,0.0002482633,0.00008469922,0.0002102637,0.00167033,0.0001349428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001108674,"about_ca_system_score_gemma":0.0001371887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002928579,"about_ca_topic_score_gemma":0.000005912616,"domain_scores_codex":[0.9977693,0.00004435945,0.0007127352,0.0006806314,0.0002023559,0.0005906216],"domain_scores_gemma":[0.9986231,0.0002605349,0.0001162405,0.0007305137,0.00008662237,0.0001830135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000292791,0.0006172573,0.000002832362,0.5548163,0.0009297144,0.0004402168,0.00006129008,0.007862879,0.00002850435,0.007227864,0.006777154,0.4212067],"study_design_scores_gemma":[0.0003535103,0.0004294702,9.529272e-7,0.05217688,0.002579095,0.0001050472,0.00004154944,0.01627796,0.002243825,0.001783532,0.9216929,0.002315262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001687998,0.9863405,0.006373346,0.0004781313,0.0006324084,0.001260188,0.001694526,0.002263632,0.0007885331],"genre_scores_gemma":[0.00125941,0.9956385,0.001653039,0.0002669579,0.0001063032,0.000382019,0.0002968067,0.0002470813,0.0001498142],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9149157,"threshold_uncertainty_score":0.9995608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09952134849627411,"score_gpt":0.3246617805688958,"score_spread":0.2251404320726217,"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."}}