{"id":"W7132892761","doi":"","title":"Optical Measurement of Highly Reflective Surfaces","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"Optical measurement and interference techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Metric (unit); Selection (genetic algorithm); Measure (data warehouse); Context (archaeology); High dynamic range; Pyramid (geometry); Image quality; Range (aeronautics)","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"],"consensus_categories":[],"category_scores_codex":[0.001643958,0.0007569108,0.001224064,0.0003005189,0.0001751757,0.0003397173,0.001600789,0.0006246761,0.0004199331],"category_scores_gemma":[0.0009212453,0.0007402879,0.0004418563,0.001028322,0.0002247682,0.0004293059,0.0003115159,0.0008867881,0.00007373237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004441911,"about_ca_system_score_gemma":0.001166989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002678104,"about_ca_topic_score_gemma":0.0002626592,"domain_scores_codex":[0.9934754,0.0003593287,0.0011295,0.001329746,0.002934556,0.000771496],"domain_scores_gemma":[0.9930661,0.0001665696,0.0006835973,0.001211827,0.004573064,0.0002987868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002984947,0.001105727,0.0001607328,0.0008336022,0.0005268417,0.00003495822,0.01479646,0.00001781898,0.90312,0.06145112,0.001304272,0.01634991],"study_design_scores_gemma":[0.0003420969,0.001573106,0.002119301,0.002566339,0.0001914884,0.000003852113,0.003904124,0.00127015,0.9855664,0.001137826,0.0005259,0.0007994019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2805977,0.00873945,0.08451482,0.002846036,0.00549358,0.002305169,0.000009233736,0.0006306748,0.6148633],"genre_scores_gemma":[0.968918,0.0004773516,0.02665431,0.00004828423,0.0001247474,0.00005932783,0.0000245339,0.00004616747,0.003647272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6883203,"threshold_uncertainty_score":0.9995048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0799850473638096,"score_gpt":0.3655800270176173,"score_spread":0.2855949796538078,"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."}}