{"id":"W180987958","doi":"10.25916/sut.26271676","title":"Book reviews including 'Mediated crossroads: identity, youth culture and ethnicity: theoretical and methodological challenges', edited by Ingergerd Rydin and Ulrika Sjoberg","year":2009,"lang":"en","type":"article","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ethnic group; Sociology; Media studies; Identity (music); Anthropology; Gender studies; Art; Aesthetics","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":["sts"],"category_scores_codex":[0.006379067,0.0002475496,0.0006466093,0.0005718342,0.001355091,0.0001035871,0.0006733208,0.0009505169,0.0002044021],"category_scores_gemma":[0.004523625,0.0002420171,0.0001014661,0.001338897,0.006272119,0.0006086628,0.0006932803,0.00136955,0.000005934038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001937013,"about_ca_system_score_gemma":0.0001441608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003501361,"about_ca_topic_score_gemma":0.0001793666,"domain_scores_codex":[0.9963977,0.001105377,0.000331849,0.0006935461,0.000709826,0.0007616878],"domain_scores_gemma":[0.9981868,0.0004977823,0.0001770587,0.0003340257,0.0004102256,0.0003940976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003144367,0.0008228252,0.006582332,0.0002751404,0.000250258,0.00008313741,0.1468675,4.914104e-7,0.007088466,0.6971325,0.05982523,0.0807577],"study_design_scores_gemma":[0.002992596,0.001330162,0.007985358,0.0006710739,0.0002332147,0.00002340167,0.2469314,0.0002263305,0.000327085,0.121969,0.616113,0.00119744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6835766,0.1930078,0.0007591203,0.0950733,0.0002549234,0.001963433,0.00009041994,0.0005601145,0.02471429],"genre_scores_gemma":[0.6782297,0.3167593,0.002007678,0.0003781379,0.0001089959,0.000002039799,0.00002364234,0.000012607,0.002477825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5751635,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1288640415168677,"score_gpt":0.4157554543371533,"score_spread":0.2868914128202856,"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."}}