{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001610142,0.001111394,0.001082269,0.00076031,0.0007345931,0.003766958,0.001382739,0.001286588,0.1092651],"category_scores_gemma":[0.002074082,0.0003439822,0.0007048898,0.0008881421,0.0006995281,0.002785214,0.002193113,0.001800479,0.06068143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006879843,"about_ca_system_score_gemma":0.001282864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001844696,"about_ca_topic_score_gemma":0.001994626,"domain_scores_codex":[0.9988882,0.0002068296,0.00007676143,0.0002278971,0.0004790708,0.0001212836],"domain_scores_gemma":[0.9985636,0.0002409295,0.00004796847,0.0004063124,0.0005561732,0.0001850335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002691437,0.00021313,0.0008739054,0.0008393782,0.00008356198,0.0003153753,0.0002652888,0.00101269,0.01181616,0.01732749,0.4259213,0.5410626],"study_design_scores_gemma":[0.00001024942,0.00005573791,0.0005054389,0.0001267389,0.00002286559,0.0002200205,0.0001073277,0.00161813,0.001317341,0.003504673,0.9924994,0.00001208715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01705379,0.126141,0.1941739,0.01028576,0.07446589,0.0006057186,0.003774862,0.01230309,0.561196],"genre_scores_gemma":[0.06727253,0.04436193,0.07844574,0.002953703,0.008285744,0.0004663397,0.01015022,0.002515277,0.7855484],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1092651,"threshold_uncertainty_score":0.3655282,"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."}}