{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000536236,0.0004151677,0.0007067099,0.0006990539,0.0006101389,0.001176179,0.001086596,0.001109967,0.00260929],"category_scores_gemma":[0.001303802,0.0002214901,0.0004390657,0.0005340366,0.0002096521,0.001341149,0.0006611579,0.0006228283,0.001660867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003907854,"about_ca_system_score_gemma":0.0004193542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00508596,"about_ca_topic_score_gemma":0.007232212,"domain_scores_codex":[0.9996693,0.00007764313,0.00002904227,0.00008205615,0.0001087869,0.00003317626],"domain_scores_gemma":[0.9993881,0.000145173,0.00004873155,0.0001058686,0.0002477321,0.00006448227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000950364,0.001279522,0.007677073,0.0004226145,0.0006070154,0.002132343,0.0007091804,0.1506294,0.1384645,0.0655578,0.02183452,0.6097358],"study_design_scores_gemma":[0.0001205147,0.0002413221,0.001085581,0.00001880328,0.0001745144,0.0004003957,0.0001055862,0.9566742,0.01598401,0.007517009,0.01761783,0.00006020171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09619899,0.001086083,0.8672475,0.0009289422,0.0003248501,0.000513175,0.0002950111,0.004059772,0.02934564],"genre_scores_gemma":[0.6917136,0.0008129902,0.281386,0.0003826849,0.0002364254,0.0003138695,0.0004857393,0.00006659723,0.02460213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00508596,"threshold_uncertainty_score":0.0101127,"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."}}