{"id":"W1547315807","doi":"10.22230/cjc.2008v33n1a1913","title":"Always Already New: Media, History, and the Data of Culture","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Oral History, Memory, Narrative Analysis","field":"Arts and Humanities","cited_by":119,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"History; Media studies; Advertising; Sociology; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004285668,0.00007570238,0.0002254829,0.0001564351,0.0003519231,0.0000190307,0.0009598807,0.00003072406,0.0007142408],"category_scores_gemma":[0.0002201616,0.00005232964,0.00005855711,0.00003535759,0.001340222,0.000346945,0.00003192163,0.0002260694,0.000005641236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001736865,"about_ca_system_score_gemma":0.0007995605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03391603,"about_ca_topic_score_gemma":0.3682159,"domain_scores_codex":[0.9991765,0.0002010484,0.000326995,0.0000626585,0.0001431773,0.00008964249],"domain_scores_gemma":[0.9981896,0.0001148555,0.0004270162,0.0007780108,0.0003067869,0.0001837654],"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":[0.00002725471,0.00001093335,0.0003010037,0.000004416658,0.00009712506,0.000005636957,0.2474034,0.0000037472,0.00001592022,0.02540793,0.7248768,0.001845876],"study_design_scores_gemma":[0.0005063341,0.00002920867,0.0003756471,0.00002678912,0.00009855697,0.00002802782,0.006323424,0.00005418095,0.000008165639,0.001044181,0.9914417,0.00006377842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1139611,0.5604977,0.0002158279,0.04548403,0.0022864,0.0005939364,0.0003007526,0.00002700814,0.2766332],"genre_scores_gemma":[0.9927,0.001606263,0.0002333588,0.0003298862,0.0002420483,5.766956e-7,0.00004128413,0.000008734319,0.004837799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8787389,"threshold_uncertainty_score":0.9725172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1308641656204723,"score_gpt":0.2423459835757484,"score_spread":0.1114818179552761,"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."}}