{"id":"W4247498479","doi":"10.36227/techrxiv.12061095","title":"Chatbot Analytics Based on Question Answering System Movie Related Chatbot Case Analytics.pdf","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Stock Market Forecasting Methods","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Lakehead University","keywords":"Chatbot; Analytics; Question answering; Computer science; World Wide Web; Data science; Information retrieval","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01867626,0.001122042,0.002075713,0.001996206,0.0004238156,0.001164521,0.002105993,0.001158761,0.001810628],"category_scores_gemma":[0.02249084,0.0009349795,0.0009709748,0.003044646,0.0001961509,0.0002139619,0.001576438,0.002238721,0.001675866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025921,"about_ca_system_score_gemma":0.0006479375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005232976,"about_ca_topic_score_gemma":0.0001295527,"domain_scores_codex":[0.985893,0.003031824,0.003339154,0.003092229,0.003766294,0.0008774998],"domain_scores_gemma":[0.9851987,0.007208861,0.00213778,0.00359194,0.001052998,0.000809755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000760339,0.0003474105,0.008191191,0.001190344,0.000696587,0.01856444,0.0009352694,0.8242303,0.0001818506,0.01165588,0.009530886,0.1237155],"study_design_scores_gemma":[0.0005941855,0.0001936077,0.001336244,0.0009392462,0.0003143109,0.0006251117,0.0007595484,0.9878917,0.0002671872,0.00478713,0.001327583,0.0009641479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04305166,0.0001498079,0.7637012,0.003638312,0.006949779,0.002233404,0.0001617815,0.001687591,0.1784265],"genre_scores_gemma":[0.9262249,0.000009054343,0.06713369,0.0004390096,0.000433553,0.00006776155,0.00006602684,0.0001358539,0.005490136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8831732,"threshold_uncertainty_score":0.9998724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.174910540443059,"score_gpt":0.4125514275422191,"score_spread":0.2376408870991601,"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."}}