{"id":"W1491134956","doi":"","title":"Mobile services discovery and selection in the publish/subscribe paradigm","year":2004,"lang":"en","type":"article","venue":"Conference of the Centre for Advanced Studies on Collaborative Research","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Roaming; Matching (statistics); Service discovery; ENCODE; Service (business); Preference; Encoding (memory); Publication; Value (mathematics); Selection (genetic algorithm); Information retrieval; Personalization; Service provider; Computer network; World Wide Web; Web service; Artificial intelligence; Machine learning; Mathematics","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":[0.0009606115,0.0001292739,0.0001936627,0.0001251271,0.0004122127,0.0004565661,0.001216632,0.00002525166,6.159112e-7],"category_scores_gemma":[0.000246853,0.00007256369,0.00003005142,0.001587931,0.0002792154,0.001520775,0.0005454521,0.0001955035,0.000001428404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102683,"about_ca_system_score_gemma":0.0001451887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001551274,"about_ca_topic_score_gemma":0.0007068511,"domain_scores_codex":[0.9983348,0.0002412566,0.0001972324,0.0003804041,0.0004999036,0.0003464395],"domain_scores_gemma":[0.9984927,0.0003984596,0.0001041612,0.0003090565,0.0006681967,0.00002745734],"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":[0.0001687795,0.0003605089,0.0005247038,0.0002924382,0.0001228637,0.000003663404,0.0252423,0.00227521,0.0009316102,0.9475343,0.00159185,0.02095174],"study_design_scores_gemma":[0.008640018,0.004045391,0.007572676,0.001916624,0.00004394093,0.00000344156,0.2463345,0.01208762,0.03960052,0.583779,0.09496716,0.001009113],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7978428,0.01221756,0.04556173,0.1135846,0.002168266,0.02094007,0.0007097671,0.0002024306,0.006772776],"genre_scores_gemma":[0.9959949,0.001233586,0.001763688,0.00009652301,0.00003044192,0.0003025272,0.000004207438,0.000005741413,0.0005684466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3637553,"threshold_uncertainty_score":0.4402678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06744222156279532,"score_gpt":0.3713616487107237,"score_spread":0.3039194271479284,"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."}}