{"id":"W2049354739","doi":"10.1145/1667239.1667240","title":"Acquisition of optically complex objects and phenomena","year":2009,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Specular reflection; Digitization; Computer science; 3d scanning; Range (aeronautics); Optics; Surface (topology); Computer vision; Artificial intelligence; Physics; Engineering; Aerospace engineering; Geometry; Mathematics","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":[0.0001524792,0.0003648761,0.0003484411,0.0008769542,0.0004202836,0.0007646275,0.0003882522,0.0004446745,0.004887817],"category_scores_gemma":[0.0003633465,0.0002664901,0.0001945883,0.0008234618,0.0004470785,0.001302781,0.0009550842,0.0005731974,0.001069201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002396869,"about_ca_system_score_gemma":0.0003533914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004183229,"about_ca_topic_score_gemma":0.0007504238,"domain_scores_codex":[0.9998957,0.000006010396,0.000005356847,0.00003780556,0.00004316719,0.00001192389],"domain_scores_gemma":[0.9997851,0.00004555613,0.00002300964,0.00008954445,0.00004292597,0.0000138271],"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":[0.00009794333,0.00005704099,0.002934907,0.0004290115,0.00002890181,0.000328914,0.0006278325,0.00475106,0.5987282,0.02035624,0.003807866,0.3678521],"study_design_scores_gemma":[0.00004902787,0.0002893029,0.03671992,0.0001287397,0.00009244393,0.003557311,0.0009696845,0.09163784,0.7170544,0.03318259,0.1161586,0.0001601944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2641827,0.001502519,0.6986505,0.0003505019,0.00007753242,0.000255467,0.002739592,0.002449034,0.02979208],"genre_scores_gemma":[0.4228606,0.002094393,0.5654231,0.0001626664,0.00009112372,0.0001931534,0.002535843,0.0002223222,0.006416744],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004887817,"threshold_uncertainty_score":0.0163514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01195536827575065,"score_gpt":0.2530733082342582,"score_spread":0.2411179399585076,"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."}}