{"id":"W1998912141","doi":"10.1115/imece2005-79216","title":"Laser Digitizer/Stereo Vision Methods for Simultaneous Measurement/Analysis of Sheet Metal Forming Strain/Geometry","year":2005,"lang":"en","type":"article","venue":"","topic":"Optical measurement and interference techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Ontario Innovation Trust","keywords":"Coordinate-measuring machine; Computer science; Grid; Laser; Overlay; Structured light; Artificial intelligence; Computer vision; Optics; Geometry; Engineering; Mechanical engineering; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002085812,0.0002249968,0.0005314108,0.0006059833,0.00007521994,0.0001595313,0.0008758146,0.0000977657,0.000142585],"category_scores_gemma":[0.000605147,0.0001751893,0.0004255151,0.001122859,0.00005137463,0.000905417,0.0001883539,0.0001028703,0.000006234289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001056868,"about_ca_system_score_gemma":0.00004033187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009047187,"about_ca_topic_score_gemma":0.00003666854,"domain_scores_codex":[0.9978021,0.00009242728,0.0006223532,0.0004630769,0.0006271508,0.0003928343],"domain_scores_gemma":[0.998031,0.0004958122,0.0001667084,0.0005638761,0.0006172523,0.0001253347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001999448,0.0002202036,0.00004815372,0.00002533767,0.0007205022,7.089612e-7,0.0001171458,0.000298231,0.06872076,0.0150443,0.000146905,0.9146377],"study_design_scores_gemma":[0.0003325077,0.0006186322,0.00007714124,0.00003897995,0.0005039416,0.000001244623,0.00004097944,0.59262,0.4002928,0.001923091,0.003222425,0.0003282746],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003230362,0.00007511779,0.9850975,0.0003367905,0.00007732639,0.0003418347,0.00001084617,0.0002647123,0.01056547],"genre_scores_gemma":[0.5635841,0.000004040434,0.4360915,0.00013599,0.00002196429,0.00001753123,0.000003426847,0.000007016139,0.0001343962],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9143095,"threshold_uncertainty_score":0.7144013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06114949810848135,"score_gpt":0.3659534181556124,"score_spread":0.3048039200471311,"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."}}