{"id":"W4393594508","doi":"10.36548/jaicn.2024.1.007","title":"YouTube Comment Sentiment Classification System","year":2024,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Capsule Networks","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Sentiment analysis; Computer science; Information retrieval; Natural language processing","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":[0.0009036631,0.0001174845,0.0002078567,0.0001915073,0.000123161,0.0006324953,0.0003258372,0.00006183309,0.00002172828],"category_scores_gemma":[0.000008019007,0.00009159357,0.0001474445,0.0004163414,0.00003677871,0.000444216,0.00007518639,0.0002158902,0.00002623109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006991498,"about_ca_system_score_gemma":0.0000398971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006072276,"about_ca_topic_score_gemma":0.000001189175,"domain_scores_codex":[0.9985208,0.00007149933,0.0006920379,0.0002080015,0.0003192848,0.0001883888],"domain_scores_gemma":[0.9992927,0.00006596872,0.0002101527,0.000181512,0.0001373713,0.0001122929],"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":[0.00001197902,0.00008397675,0.00005821636,0.00004027338,0.0001866834,0.0000633973,0.001310505,0.008650539,0.0009282893,0.4230644,0.003428425,0.5621732],"study_design_scores_gemma":[0.00001767965,0.0001065364,0.00004607551,0.0002391289,0.00004877505,0.000064418,0.001978594,0.9903095,0.002514871,0.0009487364,0.003616883,0.0001088276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0050464,0.003682593,0.9864395,0.002403995,0.001937828,0.00006272407,4.086403e-7,0.00003998375,0.0003866156],"genre_scores_gemma":[0.9954623,0.0005326282,0.003132759,0.0001752173,0.0006430152,0.000001976574,0.000001534965,0.000006688426,0.00004385988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9904159,"threshold_uncertainty_score":0.6099167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05232969544101895,"score_gpt":0.2966720594464385,"score_spread":0.2443423640054195,"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."}}