{"id":"W2183224537","doi":"10.28945/3350","title":"A Novel Application Framework for Image Manipulation and Protection for Internet Applications","year":2009,"lang":"en","type":"article","venue":"Informing Science and IT Education Conference","topic":"Advanced Steganography and Watermarking Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Metadata; The Internet; Digital watermarking; Image (mathematics); Embedding; World Wide Web; Web server; Software; JPEG; Image file formats; Computer security; Computer vision; Artificial intelligence; Operating system","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":[0.0004424421,0.00009787038,0.0000805032,0.0002143473,0.0003912307,0.0004072002,0.0003506906,0.00005437723,2.889001e-7],"category_scores_gemma":[0.0001354747,0.00009440076,0.00001845368,0.000413406,0.0001483909,0.001866851,0.00004095524,0.00006419021,4.958063e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003841647,"about_ca_system_score_gemma":0.0002319215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001225168,"about_ca_topic_score_gemma":0.00000220406,"domain_scores_codex":[0.9991354,0.000003345199,0.000194078,0.0003484839,0.0001419607,0.0001767312],"domain_scores_gemma":[0.9989239,0.00005446011,0.0001512567,0.0002338167,0.0005693662,0.00006722672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004328607,0.00002336151,0.00001414343,0.00001717292,5.948486e-7,2.635798e-9,0.0004984239,6.926695e-7,0.007617575,0.5709947,0.0000197285,0.4208093],"study_design_scores_gemma":[0.0002331468,0.0003699973,0.003434318,0.0001429921,0.00001007521,0.00002953541,0.0003013039,0.15037,0.02135222,0.7946544,0.02874222,0.0003597598],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001741045,0.00001593433,0.9935859,0.002655043,0.00007286914,0.001495849,0.000002396905,0.0001151989,0.0003157807],"genre_scores_gemma":[0.5672512,0.00001031595,0.4313926,0.0004670007,0.00003512694,0.0008122741,0.00000382642,0.000001857816,0.00002583827],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5655102,"threshold_uncertainty_score":0.392664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03344326283829375,"score_gpt":0.3250223844060945,"score_spread":0.2915791215678008,"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."}}