{"id":"W2438540754","doi":"10.1364/oic.2016.wc.1","title":"OIC 2016 Manufacturing Problem Contest","year":2016,"lang":"en","type":"article","venue":"","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"CONTEST; Reflectivity; Transmittance; Filter (signal processing); Computer science; Optical filter; Materials science; Process engineering; Computer vision; Optoelectronics; Optics; Engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02638025,0.002025261,0.002743787,0.003549941,0.008685206,0.01391966,0.004856389,0.01128585,0.1176837],"category_scores_gemma":[0.04074422,0.001002141,0.002587115,0.003584212,0.002577631,0.005423449,0.006415297,0.006998302,0.0480416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006596487,"about_ca_system_score_gemma":0.01600863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02069048,"about_ca_topic_score_gemma":0.02233178,"domain_scores_codex":[0.9690249,0.004087167,0.001782218,0.00320246,0.01793665,0.00396665],"domain_scores_gemma":[0.9498246,0.009182577,0.002594574,0.006529275,0.02493626,0.006932642],"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":[0.0003115944,0.0002487567,0.000613959,0.0003707231,0.00002550095,0.0003572459,0.0001495597,0.00239099,0.001440203,0.03627902,0.9023474,0.055465],"study_design_scores_gemma":[0.00003509728,0.00005244173,0.0004788493,0.0002049562,0.00001070102,0.0002285943,0.0002756785,0.002609145,0.001435618,0.008170238,0.9864611,0.00003752591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01862264,0.009705805,0.08135596,0.1885189,0.05194794,0.002377437,0.02176194,0.009394664,0.6163147],"genre_scores_gemma":[0.1367814,0.004929165,0.10697,0.05260529,0.01140358,0.001850156,0.04979483,0.008259082,0.6274065],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1176837,"threshold_uncertainty_score":0.3936912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01317122016985271,"score_gpt":0.1899993896415508,"score_spread":0.1768281694716981,"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."}}