{"id":"W7027554324","doi":"","title":"A conversation with Douglas Coupland: The hideous, the cynical, and the beautiful","year":2011,"lang":"en","type":"article","venue":"Arca (British Columbia Electronic Library Network)","topic":"Blockchain Technology in Education and Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; Hyporeflexia; TSG101; Dysgeusia; Fusible alloy; Diafiltration; Pretext","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006760889,0.0001292647,0.0001862552,0.00001641481,0.00105487,0.001058116,0.001515335,0.0001060959,0.002462986],"category_scores_gemma":[0.00003067877,0.00009798025,0.00005624731,0.0006123045,0.0009371272,0.0004999827,0.0003442781,0.0008776433,0.00001014575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002376207,"about_ca_system_score_gemma":0.0003099639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001822966,"about_ca_topic_score_gemma":0.006043963,"domain_scores_codex":[0.9980853,0.0003927753,0.0002438862,0.000406152,0.0002167991,0.0006551237],"domain_scores_gemma":[0.9983674,0.0006012892,0.0001742862,0.000765541,0.00003056822,0.00006092104],"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":[0.00005232756,0.00006089995,0.007144385,0.000004819469,0.0001246456,0.00001384515,0.002028972,0.00005306389,1.224893e-7,0.8693642,0.09092297,0.03022974],"study_design_scores_gemma":[0.00178859,0.0003643324,0.004927979,0.00006778887,0.00006002596,0.0009934808,0.0004206905,0.02431475,0.000005775497,0.8194965,0.1472338,0.0003263434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2302319,0.06215449,0.01292468,0.3166544,0.005573257,0.01072076,0.00001710111,0.006759072,0.3549644],"genre_scores_gemma":[0.9908296,0.001074503,0.000736534,0.005434559,0.0002645634,0.0001751744,0.000006305091,0.00002335678,0.001455363],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7605978,"threshold_uncertainty_score":0.9999789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003864172600796929,"score_gpt":0.1434004919061015,"score_spread":0.1395363193053046,"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."}}