{"id":"W2806401961","doi":"","title":"Older audiences in the digital media environment: A cross-national longitudinal study","year":2018,"lang":"en","type":"article","venue":"Spectrum Research Repository (Concordia University)","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Karl-Franzens-Universität Graz; Ben-Gurion University of the Negev; Social Sciences and Humanities Research Council of Canada; Universitat Oberta de Catalunya; Concordia University; University of Ottawa","keywords":"The Internet; Third wave; Period (music); Digital media; Mass media; Sociology; Public relations; Advertising; Media studies; Political science; Business; Computer science; World Wide Web; Art","routes":{"ca_aff":false,"ca_fund":true,"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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00200648,0.0001410751,0.0001567206,0.0007162255,0.002058758,0.0003968171,0.00161903,0.0001457338,0.000111841],"category_scores_gemma":[0.0004845325,0.0001264769,0.00007019326,0.001640652,0.004991152,0.0007817149,0.0003660285,0.0006258019,0.0001703198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007189942,"about_ca_system_score_gemma":0.0006237205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01166867,"about_ca_topic_score_gemma":0.07092471,"domain_scores_codex":[0.9958448,0.0008080585,0.0001903867,0.0005940631,0.001774082,0.0007886064],"domain_scores_gemma":[0.9985175,0.000694512,0.00007632245,0.0003893728,0.0001741238,0.0001481371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005823353,0.0003402753,0.9659804,0.000001660937,0.00002780367,0.0004731412,0.01770814,0.000001026616,0.00001474519,0.01476504,0.0003494842,0.0002801135],"study_design_scores_gemma":[0.0006042399,0.0002984255,0.9481336,0.00001019929,0.00000640193,0.000008534183,0.03320115,0.000007123131,0.000103759,0.002080839,0.01539971,0.0001459783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8420749,0.00001927307,0.0000132626,0.001407948,0.0001749154,0.0005322201,0.000006654476,0.0000782847,0.1556926],"genre_scores_gemma":[0.996107,0.00001671711,0.000007797486,0.00001024277,0.0004773884,0.000006177474,0.000001867897,0.000009143166,0.00336363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1540322,"threshold_uncertainty_score":0.9992404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05070269634253334,"score_gpt":0.3320671136746062,"score_spread":0.2813644173320729,"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."}}