{"id":"W4242568835","doi":"10.22215/etd/2012-09630","title":"Relating to work : generation, discourse and social change","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Library and Archives Canada","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","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":[0.0002735486,0.0001002002,0.000115213,0.00006400681,0.000635105,0.0001867783,0.00006237254,0.0001903,0.0002413109],"category_scores_gemma":[0.00001526197,0.0001024793,0.00003653508,0.0001405027,0.00002786055,0.0008932764,0.000004832825,0.00009020867,0.0001052557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000436317,"about_ca_system_score_gemma":0.00004394025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000459428,"about_ca_topic_score_gemma":0.01364993,"domain_scores_codex":[0.9993263,0.00003136331,0.0001664493,0.0001254538,0.0001399282,0.0002105153],"domain_scores_gemma":[0.9997501,0.00001782334,0.00006905566,0.00003743823,0.00004157203,0.00008397939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000113381,0.00002056569,0.001213302,0.00002528192,0.00001528629,1.481095e-7,0.3561672,3.736212e-7,0.000004169875,0.1488884,0.003611394,0.4900425],"study_design_scores_gemma":[0.0003723568,0.00005079248,0.07288624,0.0002311216,0.0001564799,2.894637e-7,0.1673797,0.00001383606,0.00008735814,0.002037439,0.7553309,0.001453524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3372982,0.0001539478,0.00006448878,0.002748225,0.0009438799,0.0004951593,0.00000623828,0.00006638149,0.6582235],"genre_scores_gemma":[0.9583215,0.00002354137,0.00009998805,0.0002488222,0.001897764,0.00008296612,0.0004911824,0.00001164092,0.03882262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7517195,"threshold_uncertainty_score":0.7616984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05455178595728493,"score_gpt":0.3267351065876809,"score_spread":0.272183320630396,"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."}}