{"id":"W7124137847","doi":"10.37665/lefknie90989","title":"Effects of Vision Parameters on Photonics Automation System Performance","year":2002,"lang":"","type":"article","venue":"Specialized and Legacy Electronics Manufacturing Conferences","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ATS Automation Tooling Systems (Canada)","funders":"","keywords":"Automation; Machine vision; Vision; Photonics; Calibration; Key (lock)","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"],"consensus_categories":[],"category_scores_codex":[0.0001683722,0.0004350325,0.0005735494,0.0002341908,0.0002586015,0.0003098039,0.0002147643,0.000199654,0.0001315614],"category_scores_gemma":[0.00001752015,0.000426865,0.0001219979,0.0001384683,0.0001171707,0.0007663877,0.00003892671,0.000411908,0.00003183002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003599973,"about_ca_system_score_gemma":0.00006040667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006988559,"about_ca_topic_score_gemma":0.00001190445,"domain_scores_codex":[0.9978448,0.00009275726,0.000742657,0.000431546,0.0003334285,0.0005548631],"domain_scores_gemma":[0.9990284,0.0002147263,0.0003502364,0.0002422203,0.00004569817,0.0001187503],"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":[0.0003760247,0.0004769252,0.0005345563,0.006480795,0.000699493,0.000005878095,0.002706585,0.03290132,0.007273207,0.06082171,0.000190497,0.887533],"study_design_scores_gemma":[0.002309406,0.00158056,0.0167824,0.001213539,0.0001980576,0.000003841603,0.0003106844,0.6001583,0.3725815,0.0001674707,0.004064759,0.0006294387],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918077,0.001358794,0.001016331,0.00006929009,0.0007352188,0.0006535798,0.000007155338,0.0001306358,0.004221283],"genre_scores_gemma":[0.9944417,0.004355815,0.000924393,0.00001636135,0.0001055614,0.00002998617,0.00001857689,0.00003553856,0.00007209472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8869036,"threshold_uncertainty_score":0.9998183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039927091642375,"score_gpt":0.2076470754695512,"score_spread":0.1972478045531274,"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."}}