{"id":"W2759001993","doi":"10.2196/iproc.8576","title":"Early User Centered Insights on Voice Integrated Technologies Through Retrospective Analysis","year":2017,"lang":"en","type":"article","venue":"Iproceedings","topic":"AI in Service Interactions","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Amazon rainforest; Computer science; Internet privacy; Business; Data science; World Wide Web; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0000864934,0.0002452034,0.000316934,0.0003415803,0.0008301898,0.001238677,0.002872643,0.0001703592,0.00001483823],"category_scores_gemma":[0.0003686881,0.0002039783,0.0001674947,0.00102753,0.0001494794,0.003207602,0.0006341136,0.0004841787,0.0002911162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199367,"about_ca_system_score_gemma":0.00002615892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007752361,"about_ca_topic_score_gemma":0.0001642547,"domain_scores_codex":[0.9983022,0.000009185071,0.0002552138,0.0007248701,0.0003746989,0.0003338082],"domain_scores_gemma":[0.9978176,0.00005024267,0.0003904232,0.001148453,0.0005459191,0.00004736971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001264996,0.0007444834,0.3151899,0.0000467037,0.002887149,0.000115344,0.03635536,0.00004018053,0.01326982,0.6050341,0.01467692,0.01151347],"study_design_scores_gemma":[0.001073246,0.0007780249,0.7794744,0.0003047796,0.0004019346,0.00002194287,0.004293962,0.01425611,0.07284801,0.06898969,0.05622525,0.001332644],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9277329,0.00002763385,0.03260189,0.006190803,0.0007300098,0.0002285007,0.000008293891,0.001558324,0.03092168],"genre_scores_gemma":[0.9898287,0.0000211318,0.009037154,0.0002977815,0.00005128228,0.00003011157,0.000001937501,0.00001499872,0.0007168913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5360444,"threshold_uncertainty_score":0.9997981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02634210842104479,"score_gpt":0.2884537088607863,"score_spread":0.2621116004397415,"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."}}