{"id":"W347628959","doi":"","title":"Proceedings of the 2009 International Conference on Intelligent User Interfaces, February 8-11, 2009, Sanibel Island, Florida, USA","year":2009,"lang":"en","type":"article","venue":"Intelligent User Interfaces","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007022549,0.0007056933,0.0007083948,0.0005117977,0.0001949855,0.0008189538,0.004536567,0.00026604,0.0009606002],"category_scores_gemma":[0.0002007951,0.0005401187,0.0003476511,0.0007970773,0.0002375436,0.001494159,0.0008712091,0.0007095609,0.0007815409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002978303,"about_ca_system_score_gemma":0.0001506259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005286543,"about_ca_topic_score_gemma":0.0009217659,"domain_scores_codex":[0.9952672,0.0001300805,0.001394622,0.001200046,0.001299864,0.0007082641],"domain_scores_gemma":[0.996681,0.0002343319,0.0008539585,0.0009159758,0.001089534,0.0002252421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001327307,0.004631652,0.07185076,0.000347845,0.00160664,0.00006349103,0.03008668,0.0008169129,0.1058818,0.09373856,0.26691,0.4227383],"study_design_scores_gemma":[0.0007285414,0.0009873811,0.01028284,0.001785969,0.00004971705,0.0001514587,0.002186758,0.006810407,0.9153782,0.00323867,0.05719177,0.001208293],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9107645,0.0004701715,0.05609892,0.006879117,0.006451545,0.001504489,0.000147648,0.0003361446,0.0173475],"genre_scores_gemma":[0.9919206,0.0002535453,0.0006398709,0.001053978,0.0002732602,0.00005377537,0.000006893795,0.00003611857,0.005761957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8094965,"threshold_uncertainty_score":0.9999965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04596534152141394,"score_gpt":0.2853404172322636,"score_spread":0.2393750757108496,"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."}}