{"id":"W2160776419","doi":"10.1109/re.2011.6051679","title":"In a ubiquitous world requirements are ubiquitous too","year":2011,"lang":"en","type":"article","venue":"","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Ubiquitous computing; Computer science; Context-aware pervasive systems; Human–computer interaction","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":[0.003889711,0.0006214553,0.0007774008,0.000530479,0.002139035,0.008901774,0.001378988,0.004813511,0.03546705],"category_scores_gemma":[0.01755245,0.0006023366,0.0005900082,0.001138597,0.004499155,0.01789051,0.006255593,0.005382903,0.01639045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001222088,"about_ca_system_score_gemma":0.001209938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009815828,"about_ca_topic_score_gemma":0.001178164,"domain_scores_codex":[0.992953,0.002267095,0.0005765395,0.001137819,0.002497472,0.0005680013],"domain_scores_gemma":[0.9842742,0.007219507,0.0009689283,0.003407479,0.002593694,0.001536142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006424464,0.0000581317,0.001710181,0.0009462007,0.00003682633,0.000936326,0.004473975,0.0009772422,0.006616042,0.6043255,0.1599106,0.2199447],"study_design_scores_gemma":[0.00000544677,0.00004049435,0.00071572,0.000337639,0.00001535096,0.0009211152,0.001552701,0.0006970066,0.0005346675,0.07649101,0.9186545,0.00003441873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02017844,0.01928652,0.2012412,0.1877494,0.008742701,0.0002329425,0.00073045,0.001644525,0.5601937],"genre_scores_gemma":[0.4997562,0.02989668,0.1369563,0.06683098,0.01058371,0.0007480691,0.001698024,0.001980245,0.2515498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03546705,"threshold_uncertainty_score":0.1186491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09362517220918028,"score_gpt":0.3166554822306957,"score_spread":0.2230303100215155,"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."}}