{"id":"W833811","doi":"10.1021/jm00211a028","title":"Proceedings of the 1st international conference on Ambient media and systems","year":2008,"lang":"en","type":"article","venue":"Ambient Media and Systems","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Flexibility (engineering); Ambient intelligence; Computer science; Situated; Multimedia; Human–computer interaction; Emerging technologies; Assisted living; Productivity; Ubiquitous computing; 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":[0.0005514749,0.0001030209,0.0002167066,0.00009972433,0.0003035234,0.00005559907,0.0004594038,0.0001363113,0.00001835496],"category_scores_gemma":[0.0004130611,0.00007350965,0.00003079375,0.0001682636,0.0008204203,0.00008780815,0.0001222824,0.0001617822,0.000008376016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004521664,"about_ca_system_score_gemma":0.00006402611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001540744,"about_ca_topic_score_gemma":0.0002770046,"domain_scores_codex":[0.9986557,0.00008748635,0.0003106071,0.0002003785,0.0005615138,0.0001843548],"domain_scores_gemma":[0.9990491,0.0001909782,0.000224897,0.0001733322,0.0002470656,0.0001146564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002327991,0.0001367834,0.08848158,0.0000695971,0.00004909474,0.000002961265,0.07035258,0.000001267761,0.004114065,0.8311081,0.004766745,0.0008939432],"study_design_scores_gemma":[0.005786257,0.0004498203,0.2649907,0.002615511,0.0001380467,0.0002808888,0.3112824,0.02044673,0.003280581,0.00323385,0.3859,0.001595255],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719611,0.000489932,0.000003416519,0.003907507,0.002465057,0.0004726254,0.00001466224,0.00005903669,0.0206266],"genre_scores_gemma":[0.9974137,0.001670707,0.00001296268,0.00004462723,0.0001455574,0.00005698457,0.00000388559,0.000006291032,0.0006453034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8278742,"threshold_uncertainty_score":0.3022873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07515867277361062,"score_gpt":0.2989958291763296,"score_spread":0.223837156402719,"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."}}