{"id":"W31665143","doi":"10.1371/journal.pone.0223049","title":"Situated Interaction with Ambient Information: Facilitating Awareness and Communication in Ubiquitous Work Environments","year":2003,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Education Sciences","keywords":"Situated; Context (archaeology); Work (physics); Computer science; Human–computer interaction; Context awareness; Architectural engineering; Ubiquitous computing; Engineering; Geography; Phone; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0001096019,0.00007413638,0.00008920032,0.00008009592,0.00009158238,0.00007161528,0.0001383585,0.00002378707,0.000009438892],"category_scores_gemma":[0.00004911623,0.00006986252,0.000008333353,0.0001785677,0.00002277955,0.001508199,0.00005851271,0.0001190327,0.00004183807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007171754,"about_ca_system_score_gemma":0.00001266132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003750623,"about_ca_topic_score_gemma":0.00001238659,"domain_scores_codex":[0.9993787,0.00008987628,0.000150324,0.0001124181,0.0001560641,0.0001125776],"domain_scores_gemma":[0.9995433,0.00008066499,0.0000854266,0.0002234075,0.00003986281,0.00002733981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008412719,0.008696658,0.3995179,0.0005013811,0.0009326848,0.00003293077,0.1931577,0.00353553,0.3459096,0.02332728,0.000313806,0.02323328],"study_design_scores_gemma":[0.003732297,0.00088013,0.3600349,0.002059481,0.00006981727,0.00002432474,0.01338433,0.03153425,0.5850693,0.0006636441,0.001506581,0.001040896],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633812,0.00002784125,0.03525016,0.0001191795,0.00001995028,0.0001564242,0.000001029902,0.000008356877,0.001035864],"genre_scores_gemma":[0.9918671,0.00002124492,0.007873541,0.000154809,0.000001982219,0.0000278582,0.00001420563,0.000002464946,0.00003685791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2391597,"threshold_uncertainty_score":0.2848911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02866278385965467,"score_gpt":0.2271251442810035,"score_spread":0.1984623604213488,"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."}}