{"id":"W4404617758","doi":"10.3390/engproc2024076089","title":"A Review of Digital Projection and Measurement Technologies for Industrial Fabrication Quality Assurance","year":2024,"lang":"en","type":"review","venue":"","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Polytechnic","funders":"","keywords":"Quality assurance; Computer science; Fabrication; Projection (relational algebra); Quality (philosophy); Engineering; Operations management; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.001193022,0.000213858,0.0008325476,0.0001502264,0.00004472407,0.0001148406,0.0005763198,0.0002171394,4.55685e-7],"category_scores_gemma":[0.0009957296,0.0001509529,0.0002251136,0.0009016644,0.00006090676,0.0002331946,0.000258281,0.0001982538,0.000006996992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001864053,"about_ca_system_score_gemma":0.0004274353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008972989,"about_ca_topic_score_gemma":0.000003126542,"domain_scores_codex":[0.9981112,0.00006679921,0.0008314264,0.0005336961,0.0003306478,0.0001262399],"domain_scores_gemma":[0.9982547,0.0001469812,0.0005653119,0.0006881269,0.0003240069,0.00002083153],"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":[2.452912e-7,0.00002285807,1.396901e-7,0.1029517,0.00005388086,2.207135e-8,0.000003600151,1.333865e-8,1.586052e-7,0.01191543,0.006954104,0.8780979],"study_design_scores_gemma":[0.00004713815,0.00003031445,1.627514e-7,0.05860376,0.0002693247,0.00000551331,0.000005861725,0.00005291876,0.000004033324,0.001254672,0.9395779,0.0001483555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.856687e-9,0.6361744,0.3603083,0.0005750288,0.00007954695,0.002326198,0.00005295268,0.0002491901,0.0002342944],"genre_scores_gemma":[0.000002358345,0.995299,0.002696452,0.00001331141,0.0000330742,0.001844133,0.00003925648,0.00001021577,0.00006216629],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9326239,"threshold_uncertainty_score":0.6155679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2985490219478665,"score_gpt":0.4162046181192535,"score_spread":0.1176555961713869,"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."}}