{"id":"W7124166108","doi":"10.37665/lepzpdv85770","title":"The Optoelectronic Assembly Workcell","year":2002,"lang":"","type":"article","venue":"Specialized and Legacy Electronics Manufacturing Conferences","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Forming Technologies (Canada)","funders":"","keywords":"Workcell; Automation; Process (computing); Control reconfiguration; Changeover; Production (economics); Photonics; Quality (philosophy)","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0009175631,0.001320998,0.001200752,0.0003238786,0.002309442,0.004352659,0.001292302,0.0006121486,0.001554916],"category_scores_gemma":[0.00005684509,0.001008139,0.0004181419,0.0003149321,0.0005162271,0.0007904334,0.0001704712,0.00224652,0.0004401904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004730176,"about_ca_system_score_gemma":0.0003010927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000325464,"about_ca_topic_score_gemma":0.0008654153,"domain_scores_codex":[0.9930454,0.0003799766,0.001402833,0.001212671,0.0008057378,0.003153361],"domain_scores_gemma":[0.9971355,0.0008196514,0.0004461345,0.001035504,0.00009376031,0.0004694763],"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":[0.0002599313,0.0002468646,0.00007274785,0.001085896,0.002457366,0.0000835592,0.00286434,0.002497347,0.001400923,0.09930369,0.01390466,0.8758227],"study_design_scores_gemma":[0.001743005,0.0004866342,0.000244949,0.0003539615,0.0002517035,0.0001075485,0.0007820327,0.0121308,0.08137428,0.005708419,0.8951565,0.001660153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3948467,0.297231,0.0005577342,0.003333331,0.007454824,0.001961625,0.00002050327,0.0009274983,0.2936668],"genre_scores_gemma":[0.8535582,0.1274526,0.00002974442,0.00007475672,0.001935741,0.00007025785,0.00001060827,0.0001394642,0.01672863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8812519,"threshold_uncertainty_score":0.9999542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0162316155737629,"score_gpt":0.2168253055158799,"score_spread":0.200593689942117,"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."}}