{"id":"W1562639426","doi":"","title":"Simultaneous Computation of Defocus Blur and Apparent Shifts in Spatial Domain","year":2002,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Image Processing Techniques and Applications","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Computation; Computer science; Domain (mathematical analysis); Computer vision; Artificial intelligence; Computer graphics (images); Algorithm; Mathematics; Mathematical analysis","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":[0.0009888317,0.0002311723,0.0002946884,0.0001850406,0.00008007568,0.0001196242,0.0003949145,0.0002081533,0.00002115025],"category_scores_gemma":[0.0001888958,0.0002696148,0.00006274846,0.0002234344,0.0001290212,0.00005457219,0.0003695265,0.0004196189,0.000004237044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008624644,"about_ca_system_score_gemma":0.0000386442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005456441,"about_ca_topic_score_gemma":0.001144247,"domain_scores_codex":[0.9982647,0.0004960875,0.0004746057,0.0003657482,0.0001962211,0.0002026788],"domain_scores_gemma":[0.9982492,0.0004207439,0.0001986509,0.0006151664,0.0004435319,0.00007266738],"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":[0.00002013156,0.001257191,0.001804585,0.003551418,0.0001028518,0.00002306482,0.02722116,0.06420404,0.0119085,0.0196902,0.0007723345,0.8694445],"study_design_scores_gemma":[0.0004642198,5.116137e-7,0.001388534,0.002130094,0.00002640192,0.000006386234,0.00006592077,0.9522258,0.02225637,0.01912775,0.001822459,0.0004855433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1593388,0.001724454,0.8290556,0.0007842702,0.00005888766,0.0004466945,0.00006167806,0.0003655363,0.008164121],"genre_scores_gemma":[0.9035421,0.0004871966,0.09560701,0.00000816255,0.000009437238,0.00007141296,0.0001207537,0.00003750431,0.0001164109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8880218,"threshold_uncertainty_score":0.9999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009229610791110432,"score_gpt":0.2191753690235431,"score_spread":0.2099457582324326,"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."}}