{"id":"W2156600131","doi":"10.1109/crv.2008.47","title":"A Cue to Shading: Elongations near Intensity Maxima","year":2008,"lang":"en","type":"article","venue":"","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Shading; Maxima; Intensity (physics); Maxima and minima; Photometric stereo; Skewness; Surface (topology); Property (philosophy); Geometry; Elongation; Optics; Mathematics; Computer science; Reflectivity; Physics; Statistics; Materials science; Mathematical analysis; Computer graphics (images)","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":[0.0003525132,0.0003487876,0.0005094677,0.0009596911,0.0004200221,0.0009127798,0.0002994955,0.0003917961,0.002040387],"category_scores_gemma":[0.005319941,0.0003204843,0.0002507833,0.0008509334,0.0009297684,0.001128127,0.0008636095,0.00071958,0.0004093713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002944135,"about_ca_system_score_gemma":0.0002800149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004435616,"about_ca_topic_score_gemma":0.0004966352,"domain_scores_codex":[0.9997686,0.00002753448,0.00001172203,0.00005466838,0.00008177267,0.00005577241],"domain_scores_gemma":[0.9970781,0.001159008,0.0007803941,0.0003377246,0.0003727771,0.0002720272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002265946,0.0002027225,0.06044822,0.0005325148,0.00008158485,0.002196481,0.002163671,0.03346747,0.658066,0.03194926,0.00442143,0.2042047],"study_design_scores_gemma":[0.0002095696,0.0007972677,0.5054882,0.0002001641,0.0001455905,0.005813229,0.001831221,0.1645003,0.2121494,0.09411879,0.01441381,0.0003325551],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9283311,0.0004816501,0.0636398,0.0002651541,0.00005234401,0.00002385886,0.0001974064,0.0006643235,0.006344396],"genre_scores_gemma":[0.9884582,0.0001666812,0.01045145,0.00005375957,0.00004586326,0.00000947027,0.0001371584,0.0001855095,0.0004919028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002040387,"threshold_uncertainty_score":0.006825745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03946238180325812,"score_gpt":0.2867027149558717,"score_spread":0.2472403331526136,"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."}}