{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001336461,0.0005116774,0.0003151171,0.0009393078,0.001221717,0.0009626036,0.0008899604,0.0008836817,0.00758582],"category_scores_gemma":[0.003628938,0.0002931913,0.0003538271,0.0007211909,0.0005502084,0.001491895,0.001301178,0.0009842128,0.00195745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094505,"about_ca_system_score_gemma":0.001661681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004556047,"about_ca_topic_score_gemma":0.008941516,"domain_scores_codex":[0.9992554,0.0003192379,0.00003373671,0.0001298502,0.000111269,0.0001505588],"domain_scores_gemma":[0.9974837,0.001215039,0.0001590456,0.0002400541,0.0003102067,0.000591985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002473483,0.007484652,0.03958916,0.002225032,0.000153392,0.002840829,0.006315801,0.1068375,0.07079651,0.02901109,0.04895383,0.6833187],"study_design_scores_gemma":[0.0004138989,0.003503208,0.02311426,0.0002352819,0.0001058783,0.0009300724,0.004250719,0.7839563,0.05000233,0.01290576,0.120406,0.0001763012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7460331,0.0004820677,0.1936003,0.001421236,0.0004111399,0.002884795,0.0011523,0.0113645,0.0426506],"genre_scores_gemma":[0.8429418,0.0001379363,0.1354177,0.0002037738,0.0000331043,0.0006294332,0.0009799508,0.0002192112,0.01943723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00758582,"threshold_uncertainty_score":0.02537709,"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."}}