{"id":"W2065444062","doi":"10.1353/pla.2004.0043","title":"Library Services for Users of Personal Digital Assistants: A Needs Assessment and Program Evaluation","year":2004,"lang":"en","type":"article","venue":"portal Libraries and the Academy","topic":"AI in Service Interactions","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Computer science; Digital library; User satisfaction; World Wide Web; Knowledge management; Multimedia; Human–computer interaction","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":[0.0001605883,0.0001118564,0.000146548,0.00006084414,0.0001607226,0.0007076284,0.0003456267,0.00006284218,0.00001216317],"category_scores_gemma":[0.000008367974,0.00007591807,0.00005398183,0.0002204782,0.0001846714,0.004941821,0.0002849397,0.0001269957,4.88988e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006768089,"about_ca_system_score_gemma":0.000110721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000994458,"about_ca_topic_score_gemma":0.000001140039,"domain_scores_codex":[0.9991703,0.00002413305,0.0002267244,0.0001873443,0.0002422958,0.0001491904],"domain_scores_gemma":[0.9994617,0.0001730405,0.0001643659,0.0001130758,0.00002640387,0.00006149094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001081368,0.0001179315,0.01028931,0.0001356524,0.0001398284,9.648797e-7,0.005082991,0.00002587036,0.00001912592,0.9256277,0.0001825475,0.0582699],"study_design_scores_gemma":[0.006769255,0.0006086679,0.1251472,0.0003715096,0.0002260489,0.0001209018,0.009710712,0.1843726,0.0007435364,0.6379899,0.0333284,0.0006113569],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926038,0.002849885,0.01191068,0.04749923,0.0003084749,0.002679606,0.000147386,0.0003339309,0.008232811],"genre_scores_gemma":[0.9833246,0.00006499279,0.0155992,0.0006690596,0.0000582772,0.0001878936,0.00002517245,0.00001009727,0.00006067126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2876379,"threshold_uncertainty_score":0.6823677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02331219386987805,"score_gpt":0.3064973195181085,"score_spread":0.2831851256482305,"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."}}