{"id":"W4393970486","doi":"10.1145/3640543.3645201","title":"Toward Faceted Skill Recommendation in Intelligent Personal Assistants","year":2024,"lang":"en","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Discoverability; Interactivity; Computer science; Human–computer interaction; Thematic analysis; Multimedia; Knowledge management; World Wide Web; Qualitative research","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001627818,0.00008503029,0.00007201993,0.0001882146,0.00002630171,0.0002699865,0.000312902,0.00004008979,0.001221879],"category_scores_gemma":[0.00002062667,0.00007556228,0.00004287058,0.0005297708,0.000008616542,0.0007393108,0.0001403272,0.0001816662,0.0009912676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066181,"about_ca_system_score_gemma":0.00005536497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001506222,"about_ca_topic_score_gemma":0.0002563314,"domain_scores_codex":[0.9991703,0.00004006228,0.0001962478,0.0002991163,0.0001311043,0.0001631438],"domain_scores_gemma":[0.9996255,0.0001259584,0.00001858575,0.0001451997,0.00003900787,0.00004576801],"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":[0.00001265899,0.0003194755,0.00187638,0.0001184073,0.00008747592,0.0001211834,0.02851848,0.0001126958,0.001363675,0.09320075,0.04014811,0.8341207],"study_design_scores_gemma":[0.00009112439,0.00005082207,0.003581751,0.0001025039,0.000003001697,0.00004333541,0.00130927,0.8895475,0.002297328,0.003294444,0.09944916,0.0002297784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01809629,0.000067493,0.9340475,0.02339349,0.002218105,0.0001234749,0.00000501476,0.0004298824,0.02161878],"genre_scores_gemma":[0.9836091,0.00002029721,0.01410154,0.0006728122,0.00003965073,0.00001167759,0.000008246697,0.000006872566,0.001529799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9655128,"threshold_uncertainty_score":0.9997866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05108951993506048,"score_gpt":0.3234267908796143,"score_spread":0.2723372709445538,"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."}}