{"id":"W2151517339","doi":"10.1145/2501853","title":"Surface perception of planar abstractions","year":2013,"lang":"en","type":"article","venue":"ACM Transactions on Applied Perception","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Planar; Surface (topology); Computer science; Abstraction; Curvature; Perception; Point (geometry); Task (project management); Variety (cybernetics); Ground truth; Artificial intelligence; Geometry; Mathematics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009414253,0.0001868619,0.0001740658,0.0001784385,0.000239029,0.00006890743,0.000533339,0.0001229414,0.002739558],"category_scores_gemma":[0.000005033327,0.0001856897,0.0001405817,0.0002584601,0.000062627,0.0008172607,0.000007882144,0.0002944467,0.003934508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001253374,"about_ca_system_score_gemma":0.00002831846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002830492,"about_ca_topic_score_gemma":0.00001157133,"domain_scores_codex":[0.998757,0.00003831176,0.0002941692,0.0003899913,0.0002762146,0.0002443123],"domain_scores_gemma":[0.9988349,0.00009872451,0.0001109436,0.000715044,0.0001564824,0.0000839233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002502516,0.0002845553,0.00002934249,0.00001261546,0.00003312637,3.245107e-7,0.00162366,0.001386155,0.9554207,0.001378213,0.0009060838,0.03890017],"study_design_scores_gemma":[0.002735965,0.001133069,0.8035878,0.0001236585,0.0001739548,0.00008390642,0.02744307,0.01561604,0.129721,0.01426623,0.003249491,0.001865823],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2861862,0.000001673306,0.706221,0.0006882303,0.0002532334,0.0003289127,0.00001212278,0.00005950649,0.006249072],"genre_scores_gemma":[0.9710349,0.00003610172,0.02802408,0.0003210826,0.00003258063,0.00006748732,0.00002090128,0.00001478614,0.0004480933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8256997,"threshold_uncertainty_score":0.998172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176125145188555,"score_gpt":0.2551082595985269,"score_spread":0.2374957450796714,"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."}}