{"id":"W2997252586","doi":"10.1177/1461444820914869","title":"The commodification of time and memory: Online communities and the dynamics of commercially produced nostalgia","year":2020,"lang":"en","type":"article","venue":"New Media & Society","topic":"Nostalgia and Consumer Behavior","field":"Psychology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Commodification; Dynamics (music); Politics; Identification (biology); Sociology; Work (physics); Aesthetics; Economics; Political science; Art; Law; Economy; Engineering","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":[0.0003262469,0.0001064296,0.000241442,0.000006075853,0.00015405,0.00001555564,0.0002625573,0.00007892041,0.00004282561],"category_scores_gemma":[0.00005824884,0.00006701899,0.00007687108,0.0001033921,0.001026345,0.00003110924,0.0001135881,0.0002524263,0.000003068336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009522992,"about_ca_system_score_gemma":0.00005970385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009021391,"about_ca_topic_score_gemma":0.0006478239,"domain_scores_codex":[0.9991298,0.0002269926,0.0002633472,0.0001101271,0.0001466739,0.0001230181],"domain_scores_gemma":[0.9984062,0.000905198,0.0001765178,0.000363472,0.00008499621,0.00006366389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009984504,0.0003787123,0.02666545,0.0001487182,0.0005564967,9.004332e-7,0.739157,0.00000112265,0.0171353,0.01337819,0.03474069,0.166839],"study_design_scores_gemma":[0.01515142,0.0004725384,0.5939475,0.0001144679,0.001207579,0.00002283184,0.3752407,0.005564372,0.002655991,0.001366687,0.003598604,0.0006572116],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712482,0.001499655,0.00002056566,0.02643249,0.000108799,0.0003591835,0.0001378102,0.00002031724,0.0001729812],"genre_scores_gemma":[0.9983613,0.0005464983,0.0001729909,0.0005434161,0.00005523095,0.00001069362,0.000131779,0.00001488238,0.0001632361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5672821,"threshold_uncertainty_score":0.378161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04214052984516319,"score_gpt":0.2865083076437422,"score_spread":0.244367777798579,"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."}}