{"id":"W4386816348","doi":"10.23977/jemm.2023.080310","title":"Design of an Automatic Packaging Machine for Syringes","year":2023,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Embedded Systems and FPGA Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Syringe; Mechanical engineering; Engineering; Engineering drawing; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060759,0.0001202076,0.0002673866,0.0002495585,0.00002835926,0.00002014873,0.0001124279,0.00005103469,0.000002873879],"category_scores_gemma":[0.00004392385,0.0001070639,0.00005935339,0.0001790486,0.00000248561,0.0001119773,0.00001549442,0.0001211745,5.424488e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001610595,"about_ca_system_score_gemma":0.00001058754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001596611,"about_ca_topic_score_gemma":5.979079e-7,"domain_scores_codex":[0.9992729,0.000009423959,0.0003865068,0.00006822572,0.0001097966,0.0001531919],"domain_scores_gemma":[0.9995033,0.0001357801,0.00009692462,0.0001224723,0.00005515961,0.00008636394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004772407,0.00001476499,0.000005194315,0.0005391595,0.00009901643,0.000003847088,0.0002110864,0.8957935,0.08589031,0.005807728,0.0002045118,0.01142613],"study_design_scores_gemma":[0.0002533799,0.0001130703,0.00007190725,0.0001031561,0.00003497925,0.00003743165,0.00002565614,0.9957984,0.001824414,0.001285453,0.0003454807,0.0001066739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07241942,0.000810174,0.926041,0.00002558833,0.0003577262,0.0001616789,0.00001451056,0.0001486047,0.00002129079],"genre_scores_gemma":[0.9682809,0.0003146106,0.03119158,0.000003707301,0.0001187322,0.0000169003,0.00000458186,0.00005177448,0.00001717941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8958615,"threshold_uncertainty_score":0.4365938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524413202828824,"score_gpt":0.2318702209009641,"score_spread":0.2166260888726759,"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."}}