{"id":"W4312554671","doi":"10.1609/icwsm.v16i1.19324","title":"The Dynamics of Exploration on Spotify","year":2022,"lang":"en","type":"article","venue":"Proceedings of the International AAAI Conference on Web and Social Media","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Variety (cybernetics); Computer science; Dynamics (music); Active listening; Diversity (politics); Data science; Consumption (sociology); Exploratory research; Boredom; Frame (networking); Multimedia; World Wide Web; Human–computer interaction; Psychology; Artificial intelligence; Telecommunications; Sociology","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":[0.001005175,0.00007524257,0.0001183645,0.00004755773,0.0009013203,0.00009720429,0.0006122017,0.00004470332,0.00005222891],"category_scores_gemma":[0.001582809,0.00005453316,0.00007153241,0.0001515683,0.0004871435,0.000125945,0.0001497758,0.0002130839,0.000001127143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001210622,"about_ca_system_score_gemma":0.000153544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006058174,"about_ca_topic_score_gemma":0.0002942077,"domain_scores_codex":[0.9985059,0.00004449556,0.0002048822,0.0001265695,0.0009813112,0.0001368199],"domain_scores_gemma":[0.9987863,0.0005255406,0.0002790822,0.0000334607,0.0003427708,0.00003281296],"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":[0.0000974554,0.00005181106,0.001053088,0.00000512483,0.00001699424,8.462769e-8,0.0185108,6.122821e-7,0.0001230686,0.9535038,0.0009154226,0.02572178],"study_design_scores_gemma":[0.001091284,0.0003180342,0.01466764,0.000194019,0.00005037428,9.78309e-7,0.4278766,0.001465655,0.0007185315,0.4689105,0.0842507,0.0004556733],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7814561,0.000009675246,4.714541e-7,0.03469649,0.001397188,0.0001421313,0.00005231366,0.00001776504,0.1822279],"genre_scores_gemma":[0.9979299,0.0001185814,0.000006649648,0.0001425096,0.000266277,0.00003204613,0.000004308669,0.000006159031,0.001493592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4845933,"threshold_uncertainty_score":0.6932318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895142765514233,"score_gpt":0.2782446188029118,"score_spread":0.2392931911477695,"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."}}