{"id":"W4403757327","doi":"10.1007/979-8-8688-0763-3_3","title":"Basic Filters for Photo Restoration","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","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":[0.00006392487,0.0002897214,0.0002355764,0.0001059684,0.00004545246,0.00006939565,0.0001445036,0.0001992576,0.00007805793],"category_scores_gemma":[0.000006776256,0.0003064873,0.0001399776,0.000004587651,0.000039716,0.00003612231,0.00002469109,0.0002924783,0.00008695247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019475,"about_ca_system_score_gemma":0.0000278913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007335322,"about_ca_topic_score_gemma":0.000006391301,"domain_scores_codex":[0.9991619,0.000001701202,0.0002171994,0.0002541763,0.000135397,0.0002296548],"domain_scores_gemma":[0.9995135,0.00008444877,0.00003204642,0.0002808577,0.00002982714,0.00005928634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009238108,0.00001061895,5.009895e-7,0.006106231,0.00141412,0.00015509,0.002315298,0.005539127,0.04732872,0.5021753,0.3677055,0.06715721],"study_design_scores_gemma":[0.0001860915,0.00001886046,2.557017e-7,0.0005220695,0.000203972,0.00001087116,0.00001019392,0.01805125,0.005217701,0.02329862,0.9520277,0.0004524461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003387099,0.0009118716,0.01010094,0.00000945901,0.001490105,0.000496919,0.0002528479,0.0005556315,0.9861484],"genre_scores_gemma":[0.01841206,0.00003409072,0.0005691759,0.000103807,0.0005441164,0.0001621714,0.0001057146,0.0002423156,0.9798266],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5843222,"threshold_uncertainty_score":0.9999387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01757029202137459,"score_gpt":0.2134037689568999,"score_spread":0.1958334769355253,"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."}}