{"id":"W2137345765","doi":"10.1111/j.1467-8659.2011.01937.x","title":"The Undistort Lens","year":2011,"lang":"en","type":"article","venue":"Computer Graphics Forum","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Distortion (music); Lens (geology); Complement (music); Presentation (obstetrics); Context (archaeology); Through-the-lens metering; Space (punctuation); Computer graphics (images); Computer vision; Artificial intelligence; Optics; Telecommunications; Geography","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":[0.0006631321,0.0009328533,0.0003971317,0.0009887184,0.0005970271,0.002411893,0.001734164,0.0007880428,0.01761227],"category_scores_gemma":[0.004155113,0.0005052384,0.0005215423,0.000641935,0.0009890891,0.002820751,0.00387571,0.0008863258,0.001969217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007968488,"about_ca_system_score_gemma":0.0007671561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002279489,"about_ca_topic_score_gemma":0.002013247,"domain_scores_codex":[0.9990155,0.0001330542,0.00007825993,0.0001621958,0.0004872892,0.0001236613],"domain_scores_gemma":[0.9974228,0.000577607,0.0002416212,0.001072552,0.0005215341,0.0001639194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009477758,0.0001518625,0.003460206,0.001061417,0.0001013363,0.001274969,0.003778932,0.007923538,0.1943611,0.1060232,0.02148676,0.659429],"study_design_scores_gemma":[0.0002529768,0.0008659867,0.005005505,0.0004064159,0.0001892715,0.004922726,0.001775343,0.1032559,0.4133624,0.02530232,0.4442913,0.0003699065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07267814,0.001167647,0.8661285,0.0009074412,0.0003281041,0.0004116546,0.0004741694,0.01200451,0.04589989],"genre_scores_gemma":[0.4700943,0.000943754,0.5002315,0.0005181552,0.0001060087,0.0002576598,0.0003391351,0.001146459,0.02636299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01761227,"threshold_uncertainty_score":0.05891895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02910185046889133,"score_gpt":0.2271509769110585,"score_spread":0.1980491264421672,"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."}}