{"id":"W4408236787","doi":"10.47670/wuwijar20251heq","title":"Cognitive Technologies: Machine Learning, Artificial Intelligence, and Convolutional Neural Networks in Computer Vision","year":2025,"lang":"en","type":"article","venue":"Westcliff International Journal of Applied Research","topic":"AI in Service Interactions","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wycliffe College","funders":"","keywords":"Convolutional neural network; Computer science; Artificial intelligence; Artificial neural network; Cognition; Deep learning; Machine learning; Psychology; Neuroscience","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":[0.001324048,0.0008151107,0.0006583008,0.003328111,0.0005732094,0.003343409,0.001078679,0.002632429,0.004676905],"category_scores_gemma":[0.003276875,0.0003063132,0.0005464585,0.005242297,0.003577332,0.005928292,0.001339994,0.003153751,0.001314457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002591879,"about_ca_system_score_gemma":0.001426444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003608339,"about_ca_topic_score_gemma":0.002523053,"domain_scores_codex":[0.999036,0.0003426712,0.00005856539,0.0001734138,0.000316161,0.00007318532],"domain_scores_gemma":[0.9980096,0.001366213,0.0001613804,0.00007935378,0.00029794,0.0000856353],"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":[0.00005038116,0.00007861885,0.001905932,0.002305538,0.0001083111,0.0003040237,0.0006418437,0.005722731,0.001114146,0.5997034,0.06393885,0.3241262],"study_design_scores_gemma":[0.00000959074,0.00007159206,0.003116415,0.001973546,0.00004234168,0.0006758659,0.0005776093,0.01319706,0.0008253047,0.6776205,0.3018087,0.00008154057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005646779,0.822266,0.07756473,0.02770454,0.004902132,0.0000578341,0.0001659094,0.0001939511,0.06149821],"genre_scores_gemma":[0.2303084,0.6435867,0.06320222,0.01125693,0.01701933,0.0002936548,0.0004267505,0.000127772,0.03377825],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004676905,"threshold_uncertainty_score":0.0188055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04428942945296133,"score_gpt":0.3897773030768358,"score_spread":0.3454878736238745,"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."}}