{"id":"W4412091361","doi":"10.14419/9g302r53","title":"Deep Learning-Based Classification of Comments and Reviews for Sustainable Development Goals (SDGs) with Web Application Implementation","year":2025,"lang":"en","type":"article","venue":"International Journal of Basic and Applied Sciences","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Sustainable development; Process management; Artificial intelligence; Data science; Business; Political science","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":[0.001070989,0.0000605625,0.0001341683,0.0002528046,0.0001508363,0.0001342032,0.0003004786,0.0000143103,0.000002897742],"category_scores_gemma":[0.00001737002,0.00004436433,0.00002370939,0.0002410286,0.00007055157,0.0002359083,0.00004493717,0.00003760989,2.16736e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000327151,"about_ca_system_score_gemma":0.0001256071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002378022,"about_ca_topic_score_gemma":0.000005084573,"domain_scores_codex":[0.9991138,0.00002336038,0.0003716212,0.0001440037,0.0002672713,0.00007993724],"domain_scores_gemma":[0.9990442,0.00009961736,0.0005193496,0.00004545027,0.0002661401,0.00002520405],"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":[0.0001202114,0.000163242,0.07074904,0.0001163537,0.000186272,9.030568e-7,0.001178862,0.002272878,0.01039604,0.2970439,0.0005768746,0.6171954],"study_design_scores_gemma":[0.009682724,0.001082531,0.178259,0.0007026753,0.0002175403,0.00001768905,0.02113595,0.572638,0.08401302,0.01245236,0.1190441,0.0007543375],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1314595,0.0003393348,0.866351,0.001207591,0.00004164716,0.0002102229,2.297973e-7,0.000004004401,0.0003865196],"genre_scores_gemma":[0.9693091,0.00006307086,0.03038876,0.00016033,0.00001566438,0.00002145638,0.000003612215,0.000001241949,0.00003677371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8378496,"threshold_uncertainty_score":0.1809125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311261958805618,"score_gpt":0.3326079188192995,"score_spread":0.3094952992312433,"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."}}