{"id":"W2119982054","doi":"10.1109/cscwd.2011.5960110","title":"Agent oriented media recommender system utilizing Smart multimedia","year":2011,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Recommender system; Multimedia; Semantics (computer science); Computation; World Wide Web; Programming language","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":[0.0006122102,0.0002175272,0.0002719072,0.0001671269,0.0001199027,0.00007921344,0.0008699559,0.0001091073,0.0001244789],"category_scores_gemma":[0.00002384227,0.0001716058,0.0001053662,0.000317714,0.0000238955,0.0004553909,0.0003732734,0.0001485232,0.0001950575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001026292,"about_ca_system_score_gemma":0.00003416186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006534562,"about_ca_topic_score_gemma":0.00007124888,"domain_scores_codex":[0.9982101,0.0001373943,0.0004629891,0.000496783,0.0002809932,0.0004117866],"domain_scores_gemma":[0.9985847,0.00009188966,0.0001367704,0.0008724834,0.0001020183,0.00021209],"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":[0.00001497818,0.0003668752,0.009711297,0.0001661562,0.0001629018,0.0001719855,0.01751233,1.482085e-7,0.0003304381,0.691452,0.08093163,0.1991792],"study_design_scores_gemma":[0.004598798,0.000909069,0.03218333,0.001214401,0.0001040911,0.0009429006,0.01583374,0.2406012,0.1218146,0.006486239,0.570581,0.004730668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0008590919,0.00008852011,0.8129988,0.0002027673,0.002534614,0.000326065,0.000001798373,0.001921583,0.1810668],"genre_scores_gemma":[0.7418227,0.0000115187,0.257494,0.0002452807,0.00006851367,0.00006347727,0.000003041955,0.00001654996,0.0002749896],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7409635,"threshold_uncertainty_score":0.6997883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07636895764113866,"score_gpt":0.2528895776685045,"score_spread":0.1765206200273658,"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."}}