{"id":"W4405917518","doi":"10.18280/mmep.111221","title":"A Comparison of Deep Learning and Machine Learning Approaches to Video Injection Detection","year":2024,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Artificial intelligence; Machine learning; Deep learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003892233,0.0001068787,0.0002051323,0.0001877218,0.00007837459,0.0001852926,0.00005931156,0.00005329795,0.000001293601],"category_scores_gemma":[0.00004576024,0.00009412821,0.00003267316,0.0003231951,0.000009028658,0.0001594434,0.0000629713,0.0002127131,0.000002457149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001367851,"about_ca_system_score_gemma":0.000002669636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000112064,"about_ca_topic_score_gemma":0.000001908526,"domain_scores_codex":[0.9992186,0.00002329168,0.0002575667,0.0002409744,0.0001297431,0.0001298035],"domain_scores_gemma":[0.999709,0.0001085616,0.00002965437,0.00007124171,0.00001673437,0.00006476927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[9.988762e-7,0.0000117002,0.0001190112,0.0004657108,0.0000188638,2.457122e-7,0.002558082,0.951016,0.0007710488,0.009578993,1.362351e-7,0.03545918],"study_design_scores_gemma":[0.00003592922,0.00009522794,0.000008707199,0.0001730469,0.00001916807,0.000008183958,0.00003685534,0.9959852,0.000591246,0.002826423,0.0001175389,0.0001025327],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02846382,0.001085933,0.9700111,0.00005732149,0.00003390929,0.00007919272,9.283693e-8,0.0002020891,0.00006661074],"genre_scores_gemma":[0.9461366,0.00003354427,0.05374639,0.000001454771,0.00001547756,0.00001295782,0.000001181735,0.00001199199,0.00004040813],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9176728,"threshold_uncertainty_score":0.3838437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05812881801264987,"score_gpt":0.2346619473412614,"score_spread":0.1765331293286115,"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."}}