{"id":"W4406597500","doi":"10.55041/ijsrem40935","title":"Building a Chatbot to Promote College Admissions","year":2025,"lang":"en","type":"article","venue":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chatbot; Computer science; World Wide Web; Psychology; Data science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002590942,0.00008014817,0.0001225796,0.002686882,0.0001449497,0.0004115496,0.0008539681,0.00002245125,0.00000899263],"category_scores_gemma":[0.0001455509,0.00007262779,0.00004902283,0.001940281,0.00003141217,0.000448246,0.0006267237,0.0003259172,0.000008585249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001617758,"about_ca_system_score_gemma":0.00007838318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005077952,"about_ca_topic_score_gemma":0.000003357746,"domain_scores_codex":[0.998407,0.00004853545,0.0003752776,0.0002541719,0.0006227187,0.000292263],"domain_scores_gemma":[0.9990394,0.0001492029,0.00004208643,0.0002313376,0.0003560792,0.0001819175],"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":[0.00005538488,0.0003399519,0.00009300235,0.0004617817,0.0001560232,0.000468967,0.0006979237,0.02593653,0.01919884,0.8814508,0.0175663,0.05357452],"study_design_scores_gemma":[0.001245876,0.0002707829,0.0069972,0.009243708,0.00001396519,0.0002352152,0.0005126995,0.2923367,0.004108485,0.02633939,0.6583573,0.0003387101],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1679302,0.0002963846,0.7983062,0.02702338,0.003846466,0.000529859,0.000004943594,0.00003979114,0.002022791],"genre_scores_gemma":[0.8722501,0.00003665482,0.1260401,0.00007788547,0.00003811262,0.00001739183,2.461466e-7,0.000004829093,0.001534682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8551114,"threshold_uncertainty_score":0.3968582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03746622114822822,"score_gpt":0.372740060989195,"score_spread":0.3352738398409668,"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."}}