{"id":"W4407475854","doi":"10.1109/dicta63115.2024.00081","title":"Light Field Resolution Enhancement Framework","year":2024,"lang":"en","type":"article","venue":"","topic":"Image Enhancement Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Field (mathematics); Computer science; Resolution (logic); Light field; Artificial intelligence; Mathematics","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":[0.0004957661,0.0009172439,0.0006268576,0.0008883392,0.0002863887,0.001034049,0.001532395,0.0007494739,0.006378295],"category_scores_gemma":[0.0009901164,0.000346097,0.000656375,0.0005052268,0.0004178422,0.0011194,0.00129979,0.001153054,0.002324302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004725523,"about_ca_system_score_gemma":0.0006337693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209873,"about_ca_topic_score_gemma":0.001460243,"domain_scores_codex":[0.999539,0.00005486692,0.00001371191,0.00008125945,0.0002602878,0.00005093687],"domain_scores_gemma":[0.9996031,0.00008003422,0.0000367249,0.00009052078,0.0001576281,0.00003205513],"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":[0.0003426806,0.0002445839,0.0007401816,0.0004400137,0.0001007942,0.0003984794,0.0001208926,0.1230743,0.2374649,0.056846,0.01327525,0.566952],"study_design_scores_gemma":[0.00003569608,0.000116184,0.0003504907,0.00003242234,0.00005274724,0.0007370126,0.00002865511,0.8597251,0.09993744,0.01226665,0.02668106,0.00003667414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003805296,0.0003855561,0.9899503,0.00008388596,0.00003338389,0.00007867995,0.00008543691,0.0008223337,0.004755172],"genre_scores_gemma":[0.15474,0.001131517,0.8286176,0.0002461599,0.0001285867,0.0001451118,0.0003857847,0.0003015665,0.01430367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006378295,"threshold_uncertainty_score":0.02133751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009838698932998461,"score_gpt":0.2784354592717786,"score_spread":0.2685967603387802,"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."}}