{"id":"W2412110479","doi":"10.1007/978-3-642-40675-1","title":"Mobile, Ubiquitous, and Intelligent Computing: MUSIC 2013","year":2013,"lang":"en","type":"book","venue":"","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ubiquitous computing; Computer science; Mobile computing; Event (particle physics); Multimedia; Context-aware pervasive systems; Panel discussion; Mobile technology; World Wide Web; Telecommunications; Human–computer interaction; Business; Advertising","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001243434,0.0003022113,0.0003193015,0.0001400515,0.0001222984,0.0002877814,0.001118168,0.0002401774,0.0003560409],"category_scores_gemma":[0.000002487011,0.0002606231,0.00008639776,0.0001017773,0.00009248405,0.0001510429,0.0009398692,0.0002954619,0.001919638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006095069,"about_ca_system_score_gemma":0.0001895742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008793993,"about_ca_topic_score_gemma":0.00001961866,"domain_scores_codex":[0.998379,0.00002140788,0.0003576143,0.0007140117,0.0002382814,0.0002897151],"domain_scores_gemma":[0.9983246,0.0001035693,0.0001600117,0.001103626,0.0001180157,0.0001901596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[1.356273e-7,0.00002320226,0.000002106051,0.00002755456,0.00001715474,0.000001587036,0.0001751463,0.00001292153,0.000007014116,0.2067806,0.6703287,0.122624],"study_design_scores_gemma":[0.00005461678,0.00007795283,0.00001499946,0.0000394841,0.00001106077,0.00001918801,0.000007286306,0.01508664,0.00005218221,0.01900196,0.9653077,0.0003269427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002664144,0.001405981,0.4946087,0.0001706511,0.0002982248,0.001014718,0.00000300279,0.0003133264,0.5021588],"genre_scores_gemma":[0.0006891311,0.001076565,0.02288138,0.001042662,0.0003648133,0.0002062389,0.00002893,0.00003176742,0.9736785],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4717273,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832382639022365,"score_gpt":0.2385158333038563,"score_spread":0.2201920069136326,"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."}}