{"id":"W2602450361","doi":"","title":"Young Canadians’ apprenticeship labour in user-generated content","year":2013,"lang":"en","type":"preprint","venue":"LSE Research Online","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Apprenticeship; Autonomy; Negotiation; Flexibility (engineering); Politics; Process (computing); Production (economics); Journalism; Sociology; Labour economics; Political science; Media studies; Economics; Social science; Computer science; Geography; Management","routes":{"ca_aff":true,"ca_fund":true,"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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002505895,0.0002521367,0.0003992596,0.0003693308,0.0004955179,0.0006767723,0.001019944,0.0006433812,0.002442741],"category_scores_gemma":[0.00118664,0.0002234338,0.00008292634,0.0009698063,0.0004119676,0.000157862,0.0007658337,0.002470519,0.0001398438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00163152,"about_ca_system_score_gemma":0.00317104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8373963,"about_ca_topic_score_gemma":0.8852281,"domain_scores_codex":[0.9951124,0.0009963532,0.0005101544,0.0006314939,0.001420252,0.001329368],"domain_scores_gemma":[0.9974796,0.0001684388,0.0001170325,0.0004097795,0.00118881,0.0006363152],"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":[0.0001029119,0.001081283,0.0877782,0.0004363525,0.0003393652,0.0005668068,0.03220901,0.0003992765,0.0006263503,0.02496195,0.8111424,0.04035607],"study_design_scores_gemma":[0.0004122953,0.00003250855,0.04434248,0.0004516455,0.000008135808,0.000001078224,0.02540562,0.0003168272,0.00007200857,0.001163662,0.927291,0.000502781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338581,0.001191141,0.000002097898,0.05623429,0.0009024125,0.001411234,0.0002999993,0.00006376921,0.006036968],"genre_scores_gemma":[0.5550107,0.003447822,0.0004072803,0.0001920534,0.001317742,0.0002930116,0.0007557954,0.00003700566,0.4385386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4325016,"threshold_uncertainty_score":0.9998308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3501777469343008,"score_gpt":0.4293019871602483,"score_spread":0.0791242402259475,"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."}}