{"id":"W2613170734","doi":"","title":"Listeners’ Advisory: Successfully Recommending Music to Teens","year":2014,"lang":"en","type":"article","venue":"YA Hotline","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Advisory committee; Business; Public relations; Advertising; World Wide Web; Political science; Computer science; Public administration","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007622021,0.00007805893,0.000104529,0.00007457213,0.0004653202,0.000179309,0.0003146301,0.00005423437,0.0005767151],"category_scores_gemma":[0.0002961803,0.0000722382,0.00004098248,0.0004715818,0.00008557348,0.0006623379,0.00003833857,0.00007092752,0.0002545191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003102518,"about_ca_system_score_gemma":0.00009819771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005042982,"about_ca_topic_score_gemma":0.00202277,"domain_scores_codex":[0.9989253,0.0001199545,0.0001526631,0.0002293199,0.0002679071,0.0003048836],"domain_scores_gemma":[0.9994296,0.00009901176,0.00005573165,0.0001588353,0.00003718599,0.0002196082],"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":[0.00007952626,0.000332807,0.07484143,0.00003686763,0.00002793741,0.00001864726,0.05377681,0.0002161544,0.009019954,0.3739353,0.2975963,0.1901183],"study_design_scores_gemma":[0.000129576,0.000125206,0.006711337,0.00001597807,0.000004690344,4.416856e-7,0.002364869,0.0002072145,0.0003767057,0.00172887,0.9881679,0.0001672085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7652415,0.00000992601,0.001362959,0.04566709,0.001127626,0.000221047,0.000006301881,0.0002413987,0.1861221],"genre_scores_gemma":[0.9841705,0.000008761326,0.001300248,0.004240537,0.000938679,0.000007121444,0.00001109141,0.00000847615,0.009314587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6905716,"threshold_uncertainty_score":0.6314626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04747945663000393,"score_gpt":0.3165910624883352,"score_spread":0.2691116058583313,"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."}}