{"id":"W4403757326","doi":"10.1007/979-8-8688-0763-3_2","title":"Adjustment Layers, Blending Modes with Masks for Photo Restoration: Part 2","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Materials science; Optics; Computer science; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.00005250333,0.0002255226,0.0001883698,0.00005489849,0.0001657963,0.0001024769,0.0001901863,0.00006371112,0.000213674],"category_scores_gemma":[2.515471e-7,0.0001891774,0.0001088778,0.00001060306,0.00007129154,0.00004866605,0.00006305246,0.0001541449,0.00006348688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003505694,"about_ca_system_score_gemma":0.00008612069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002421139,"about_ca_topic_score_gemma":0.00001468704,"domain_scores_codex":[0.9990541,0.000002384531,0.0001784964,0.0004048489,0.0001661041,0.0001941074],"domain_scores_gemma":[0.9993937,0.00003814005,0.000100145,0.0003445079,0.00005320622,0.00007031216],"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":[0.00001160187,0.000008203864,0.000001932045,0.00002422361,0.00009545279,8.191963e-7,0.0001174494,0.00007000604,0.0001458777,0.982524,0.007424232,0.009576205],"study_design_scores_gemma":[0.00015177,0.00005835067,5.989033e-7,0.0001956531,0.0001863228,7.71738e-7,0.00007612003,0.000411035,0.001634899,0.1207164,0.8762981,0.0002699902],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001020149,0.0001756846,0.002929294,0.00009727578,0.0001534349,0.000882732,0.0002989548,0.00006068133,0.9952999],"genre_scores_gemma":[0.05351825,0.000003718864,0.0006187861,0.0000534607,0.0007426277,0.001074105,0.0001394096,0.00005255176,0.9437971],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8688738,"threshold_uncertainty_score":0.771443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03342887676197377,"score_gpt":0.2635568596833136,"score_spread":0.2301279829213398,"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."}}