{"id":"W137727761","doi":"10.1365/s35144-014-0149-6","title":"Kompaktanlage für konstant hohe Qualität","year":2014,"lang":"de","type":"article","venue":"JOT Journal für Oberflächentechnik","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Chemistry","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003191351,0.001190121,0.001541586,0.0008887369,0.0008020926,0.001049581,0.001387128,0.0008788006,0.001217853],"category_scores_gemma":[0.0002611299,0.00105276,0.0009634189,0.0006305412,0.000214652,0.0005942671,0.0002017599,0.003243656,0.003800154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007713648,"about_ca_system_score_gemma":0.0001571349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001394966,"about_ca_topic_score_gemma":0.00002102622,"domain_scores_codex":[0.9930504,0.0005652187,0.002324786,0.0007928364,0.001330041,0.001936698],"domain_scores_gemma":[0.9962879,0.0003901128,0.000812997,0.001308756,0.0002482664,0.0009520077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005386914,0.001453226,0.001515968,0.00723177,0.006609337,0.001992311,0.005580346,0.03688749,0.1079885,0.02418089,0.6596472,0.1463743],"study_design_scores_gemma":[0.001844808,0.0004433776,0.0003462272,0.00219702,0.0004920578,0.001292777,0.000454462,0.00672021,0.02474042,0.002712237,0.9570976,0.001658805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2137004,0.1365061,0.2203949,0.009691174,0.1083355,0.004003515,0.000339531,0.005607703,0.3014212],"genre_scores_gemma":[0.9748268,0.005640408,0.001636421,0.000501741,0.008772816,0.00003469606,0.00002313358,0.0003751116,0.008188937],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7611263,"threshold_uncertainty_score":0.9999874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01301950378146548,"score_gpt":0.26759669519198,"score_spread":0.2545771914105145,"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."}}