{"id":"W342396901","doi":"","title":"Beware the Ides of Coupland: Douglas Coupland's (Oh, So Very Canadian) Perspective on the Future and What it Means to Us","year":2011,"lang":"en","type":"article","venue":"The College Quarterly","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Psychology; Sociology; Media studies; Computer science","routes":{"ca_aff":false,"ca_fund":false,"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":[],"category_scores_codex":[0.0006426927,0.0001156678,0.0001563964,0.0001529559,0.002511629,0.000446432,0.0005466781,0.0000879808,0.0005061736],"category_scores_gemma":[0.00003639624,0.00007277283,0.00006940337,0.0003008187,0.0009476698,0.0002647392,0.00001123287,0.000202033,0.00006123955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005841783,"about_ca_system_score_gemma":0.00103722,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9342931,"about_ca_topic_score_gemma":0.9990703,"domain_scores_codex":[0.9988663,0.0001848906,0.0001366895,0.0001829222,0.0003092389,0.0003200056],"domain_scores_gemma":[0.998991,0.000255337,0.00006989457,0.0003356889,0.0001316135,0.00021647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001043092,0.00002308787,0.000108193,0.000005161746,0.00006740077,0.00002352507,0.6742456,0.000001895735,0.000005755828,0.2072033,0.1167254,0.00148637],"study_design_scores_gemma":[0.000120681,0.0002009676,0.002926708,0.00003180995,0.00003408808,0.000003587376,0.4678879,0.00000473109,0.000002289952,0.002525575,0.5261596,0.0001020873],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8052216,0.004216088,0.000003091537,0.1263186,0.002976845,0.00150277,0.0007949506,0.00004162434,0.05892434],"genre_scores_gemma":[0.9924114,0.0004008391,0.000003143103,0.003002666,0.0005722766,0.00003243354,0.000001714572,0.000011462,0.003564057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4094342,"threshold_uncertainty_score":0.998787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01227194533458886,"score_gpt":0.2185154423498457,"score_spread":0.2062434970152568,"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."}}