{"id":"W2157379713","doi":"10.1117/12.643153","title":"&lt;title&gt;Fundamental questions on print quality&lt;/title&gt;","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Measure (data warehouse); Quality (philosophy); Metric (unit); Dimension (graph theory); Computer science; Set (abstract data type); Contrast (vision); Space (punctuation); Artificial intelligence; Information retrieval; Mathematics; Data mining; Epistemology; Pure mathematics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002555543,0.0001980101,0.0002198444,0.00005563208,0.00004324008,0.00006187215,0.0003324247,0.0001239925,0.0001101443],"category_scores_gemma":[0.000126239,0.0001714352,0.0002866658,0.0001524937,0.00008220326,0.0001391075,0.00004859944,0.0001902072,0.00004807203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691285,"about_ca_system_score_gemma":0.00001268127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003629194,"about_ca_topic_score_gemma":1.804456e-7,"domain_scores_codex":[0.9986965,1.433544e-8,0.0003804649,0.0001915532,0.0004806636,0.0002508134],"domain_scores_gemma":[0.999393,0.0000539366,0.00008224937,0.00004725409,0.0003559599,0.0000676074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001305383,0.00008313413,0.0001262047,0.000193018,0.0001424649,7.39904e-8,0.00002103325,0.000560978,0.1881132,0.7984689,0.0117186,0.0005593654],"study_design_scores_gemma":[0.003545407,0.0007194487,0.01552437,0.001722923,0.0004681817,0.00002722715,0.0006163915,0.1250309,0.2639451,0.01785433,0.5680588,0.002486791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8924996,0.0001343718,0.00005648342,0.0003637472,0.0004319748,0.0002149863,0.00003281351,0.000143914,0.1061221],"genre_scores_gemma":[0.9611342,0.00008937902,0.03652529,0.00005547379,0.0005887034,0.00008935506,0.00001246573,0.00008599884,0.001419156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7806146,"threshold_uncertainty_score":0.6990926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695039724353031,"score_gpt":0.2426088364528698,"score_spread":0.2256584392093395,"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."}}