{"id":"W4403757312","doi":"10.1007/979-8-8688-0763-3_7","title":"What Is the Next Step in Your Photo Restoration Project?","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital Imaging in Medicine","field":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007201072,0.0005640462,0.0004374439,0.0006461251,0.00205641,0.004870954,0.0008588352,0.001755961,0.06637286],"category_scores_gemma":[0.001380923,0.0003794377,0.0007314996,0.0006380763,0.000933791,0.0062968,0.001536975,0.005285895,0.05038837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007955229,"about_ca_system_score_gemma":0.00162545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001984396,"about_ca_topic_score_gemma":0.005081961,"domain_scores_codex":[0.9995377,0.00008120883,0.00001228804,0.00004687401,0.0002724401,0.00004962421],"domain_scores_gemma":[0.9995996,0.00009263467,0.00001277444,0.00002648397,0.0001444283,0.0001240945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001719036,0.00005895193,0.0001471496,0.0002809104,0.000003739827,0.0002373555,0.001255649,0.0001075539,0.0006515773,0.0381952,0.7622308,0.1968139],"study_design_scores_gemma":[0.000002058107,0.0000136349,0.0001033144,0.0002099062,0.000002057599,0.0003663823,0.0005757646,0.00006468746,0.0002245257,0.003104174,0.9953271,0.000006310374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00176489,0.02027342,0.01389108,0.03081207,0.0231056,0.0001660373,0.0001846939,0.001154744,0.9086476],"genre_scores_gemma":[0.003149779,0.009864407,0.01019485,0.00441997,0.0008505317,0.00006084824,0.0001149342,0.0003601667,0.9709845],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06637286,"threshold_uncertainty_score":0.2220394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08208909913890862,"score_gpt":0.3253971583925218,"score_spread":0.2433080592536132,"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."}}