{"id":"W7133552272","doi":"10.1145/3799914.3799929","title":"Report on the 9th Workshop on Search-Oriented Conversational Artificial Intelligence (SCAI 2025) at IJCAI 2025","year":2025,"lang":"en","type":"article","venue":"ACM SIGIR Forum","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Chatbot; Dialog system; Natural language; Information system; Natural language generation; Recommender system; Intelligent decision support system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01558011,0.001829709,0.001458124,0.002086652,0.003092269,0.009034361,0.002529453,0.003449699,0.1274836],"category_scores_gemma":[0.01502478,0.0006799666,0.001795221,0.001540142,0.001114744,0.008445044,0.007421643,0.005828834,0.05638885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002810662,"about_ca_system_score_gemma":0.005630086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008834883,"about_ca_topic_score_gemma":0.01392895,"domain_scores_codex":[0.9924511,0.00307547,0.0003280357,0.001091132,0.002060236,0.0009939759],"domain_scores_gemma":[0.9861867,0.003392274,0.0002485508,0.001093233,0.004570921,0.00450824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003665561,0.0002958536,0.0004062328,0.00028597,0.00004395366,0.0001481356,0.0009372386,0.0006086532,0.002151843,0.008533504,0.9002792,0.08594292],"study_design_scores_gemma":[0.00004748583,0.0001288667,0.0007833,0.0001874284,0.00002875838,0.00008839226,0.0005851609,0.001574558,0.001258226,0.004646503,0.9906238,0.00004764573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02668332,0.04900657,0.2072056,0.1487202,0.1778757,0.004482527,0.01674831,0.008292486,0.3609854],"genre_scores_gemma":[0.05547486,0.01520961,0.08751084,0.01321503,0.01838972,0.002431618,0.02993988,0.004554409,0.773274],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1274836,"threshold_uncertainty_score":0.4264752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04806760995621584,"score_gpt":0.3324288491059448,"score_spread":0.2843612391497289,"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."}}