{"id":"W2539336434","doi":"10.1145/3009808.3009812","title":"CONTROLLED STUDIES OUTSIDE OF THE LAB","year":2016,"lang":"en","type":"article","venue":"GetMobile Mobile Computing and Communications","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Control (management); Human–computer interaction; Mobile device; Test (biology); Simulation; Applied psychology; Multimedia; Psychology; World Wide Web; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0007406321,0.0001231503,0.000312274,0.00003906946,0.0003944221,0.00004355068,0.002211356,0.00004178086,0.000003091338],"category_scores_gemma":[0.0002832638,0.00006539516,0.0001134491,0.0002325417,0.0005035326,0.0001381092,0.002108755,0.0001167686,0.000009199446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003148491,"about_ca_system_score_gemma":0.00005367032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001612525,"about_ca_topic_score_gemma":0.0000185369,"domain_scores_codex":[0.9985754,0.0004498112,0.0004113637,0.0002380197,0.0001434334,0.0001819634],"domain_scores_gemma":[0.9949058,0.002033941,0.0002100026,0.002551029,0.0002572864,0.00004192195],"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":[0.00008685484,0.001358017,0.02678518,0.000189355,0.0008916222,0.000001339081,0.02826717,0.001024293,0.02306555,0.2909608,0.004496104,0.6228737],"study_design_scores_gemma":[0.04369892,0.003951479,0.09836273,0.007230933,0.0008323687,0.0002797632,0.0189012,0.2755471,0.08690188,0.2491931,0.2101189,0.004981534],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7890928,0.01680145,0.1725786,0.01572253,0.0007994082,0.002044464,0.00001616404,0.0004244634,0.002520105],"genre_scores_gemma":[0.9922722,0.0004296537,0.00676578,0.0001478996,0.0000150174,0.0001061204,2.2441e-7,0.000005677798,0.00025741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6178922,"threshold_uncertainty_score":0.4109286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04658969245653172,"score_gpt":0.3206996002134939,"score_spread":0.2741099077569621,"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."}}