{"id":"W2263761137","doi":"","title":"개인화를 위한 음악 추천 시스템 구조","year":2008,"lang":"ko","type":"article","venue":"한국멀티미디어학회 학술발표논문집","topic":"Internet of Things and Social Network Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004459485,0.0005605811,0.000623663,0.0002238957,0.001294083,0.0005130845,0.002038782,0.0004033314,0.00116743],"category_scores_gemma":[0.0001770261,0.0005903645,0.0006170092,0.0007222738,0.0003729662,0.001138375,0.0007701448,0.001107296,0.004994761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000299417,"about_ca_system_score_gemma":0.0003457463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001080121,"about_ca_topic_score_gemma":0.0001620547,"domain_scores_codex":[0.9958517,0.000240568,0.0008254325,0.001028036,0.0008682215,0.001186063],"domain_scores_gemma":[0.9973041,0.0002620361,0.0004156618,0.001150721,0.0003914459,0.0004759877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001198537,0.001192849,0.005914795,0.00009914485,0.0005720035,0.001547499,0.03398778,0.001105594,0.0003041798,0.1487945,0.7683823,0.03797948],"study_design_scores_gemma":[0.0013989,0.0007875184,0.01494124,0.0004897815,0.0001273964,0.0009196246,0.0005174245,0.1049941,0.00070828,0.007718496,0.8653575,0.002039812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2782048,0.003443519,0.1728443,0.02906012,0.0532138,0.001546125,0.00007836649,0.001754586,0.4598544],"genre_scores_gemma":[0.9149569,0.0005032708,0.004902687,0.003891738,0.003153477,0.00002655189,0.00001181263,0.0000627528,0.07249077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6367521,"threshold_uncertainty_score":0.9997457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02502770781962278,"score_gpt":0.2582239129570479,"score_spread":0.2331962051374251,"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."}}