{"id":"W2624085249","doi":"","title":"User Control over User Adaptation: A Case Study","year":2008,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Computer science; User modeling; Usability; Adaptation (eye); Human–computer interaction; User interface; Computer user satisfaction; User interface design; Context (archaeology); Control (management); Filter (signal processing); User experience design; Artificial intelligence; Computer vision","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":[0.01588612,0.0008020889,0.0006370762,0.001057751,0.003845694,0.003056177,0.002213203,0.003671262,0.002242072],"category_scores_gemma":[0.06359849,0.0006041828,0.000791899,0.000977193,0.004011391,0.002889817,0.002929472,0.002842984,0.000425045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002397511,"about_ca_system_score_gemma":0.001241616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005267654,"about_ca_topic_score_gemma":0.005898253,"domain_scores_codex":[0.9778947,0.01764506,0.0006277609,0.0008396284,0.002081319,0.0009115245],"domain_scores_gemma":[0.8808599,0.1023748,0.003529336,0.007569366,0.003937875,0.001728625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002121572,0.01318713,0.1830363,0.00111206,0.000311664,0.040022,0.5668554,0.01681117,0.008079702,0.02358926,0.006402479,0.1384714],"study_design_scores_gemma":[0.001400925,0.01697507,0.1349813,0.001088262,0.0007519672,0.0603536,0.3913166,0.2253679,0.05883779,0.03360668,0.07434388,0.0009761814],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831002,0.0001259775,0.01045636,0.0005037964,0.00001317941,0.000209709,0.00003448459,0.00008959366,0.005466789],"genre_scores_gemma":[0.995604,0.00005776412,0.003324822,0.0001320272,0.000006867046,0.0001064,0.00001720284,0.00002091867,0.000729855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01588612,"threshold_uncertainty_score":0.08401489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06342929477962284,"score_gpt":0.2622075787163023,"score_spread":0.1987782839366795,"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."}}