{"id":"W4378695905","doi":"10.3390/a16060271","title":"Enhancing Social Media Platforms with Machine Learning Algorithms and Neural Networks","year":2023,"lang":"en","type":"article","venue":"Algorithms","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Machine learning; Computer science; Artificial neural network; Artificial intelligence; Social media; Upload; Context (archaeology); Social network (sociolinguistics); Workload; Algorithm; World Wide Web","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":[0.0003713511,0.0002001593,0.0002785297,0.0001722116,0.0004384009,0.000276857,0.0003568564,0.00007745551,0.00002464823],"category_scores_gemma":[0.00002464231,0.0001560117,0.00006738114,0.0009470537,0.00005553477,0.0004719844,0.0003064119,0.0002978402,0.00002452738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001794747,"about_ca_system_score_gemma":0.00001541104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007084171,"about_ca_topic_score_gemma":0.00005752871,"domain_scores_codex":[0.9983927,0.00003218853,0.0002485088,0.0004827126,0.0003979907,0.0004459205],"domain_scores_gemma":[0.9992517,0.0002804725,0.0001224024,0.0001825411,0.00004634937,0.0001165123],"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":[0.00001810052,0.00004647328,0.00873051,0.00001055792,0.0002682631,0.0002745726,0.01039775,0.006278175,0.0001739163,0.001287989,0.0004006903,0.972113],"study_design_scores_gemma":[0.0005248631,0.00004876271,0.004327677,0.00001423487,0.00001990819,0.00001240218,0.0003831756,0.9937044,0.0001911751,0.0002193316,0.0003190999,0.0002350086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1880623,0.0007307882,0.8085022,0.0006824048,0.0009163906,0.0001398968,0.000005248379,0.0007988669,0.0001618821],"genre_scores_gemma":[0.956342,0.00019941,0.04129598,0.0002367906,0.00130357,0.00002104133,0.0001901809,0.00004564792,0.0003654177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9874262,"threshold_uncertainty_score":0.6361973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02024740755852831,"score_gpt":0.2490836680952002,"score_spread":0.2288362605366719,"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."}}