{"id":"W1604837868","doi":"10.48550/arxiv.1301.3859","title":"Building a Stochastic Dynamic Model of Application Use","year":2013,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Adaptation (eye); Interface (matter); State space; User interface; State (computer science); Space (punctuation); Stochastic modelling; User modeling; Distributed computing; Human–computer interaction; Algorithm; Programming language","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":[0.001447928,0.0008363413,0.0009515886,0.001581094,0.0005001675,0.001672311,0.001575541,0.001497836,0.002461721],"category_scores_gemma":[0.008995259,0.001046346,0.001170884,0.00138353,0.001017772,0.002530562,0.001160248,0.00187064,0.0006446974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002007388,"about_ca_system_score_gemma":0.001807274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03426108,"about_ca_topic_score_gemma":0.0297953,"domain_scores_codex":[0.9987061,0.0002965274,0.00007981201,0.0003990996,0.0003618341,0.0001566766],"domain_scores_gemma":[0.9952537,0.003490671,0.0004126049,0.0003077495,0.0004069079,0.0001283539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003744625,0.00003722873,0.002862903,0.00002420206,0.00002280363,0.00005547926,0.0001062003,0.9820296,0.0007096675,0.008018959,0.0003912818,0.005704163],"study_design_scores_gemma":[0.000002709504,0.000004078268,0.0002805472,0.00000211828,0.000003418255,0.000006171518,0.000004957228,0.9967816,0.000101709,0.002678636,0.0001299901,0.000004114953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1989387,0.0001973437,0.7925526,0.0008191973,0.00002715181,0.0001750277,0.002177033,0.001187611,0.003925295],"genre_scores_gemma":[0.8948446,0.0002620595,0.09796679,0.0001235331,0.00004531021,0.0005179061,0.002638977,0.0001616899,0.003439135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03426108,"threshold_uncertainty_score":0.06812334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04866406720913448,"score_gpt":0.1758890973686177,"score_spread":0.1272250301594833,"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."}}