{"id":"W2581427744","doi":"10.1075/dapsac.69","title":"Identity Struggles","year":2017,"lang":"en","type":"book","venue":"Discourse approaches to politics, society and culture","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Sociology; Political science; Philosophy; 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0003797947,0.0003511289,0.000402657,0.00002169754,0.002543771,0.0007964339,0.0006836011,0.0006989883,0.0001251058],"category_scores_gemma":[0.00006091833,0.0002991759,0.0003608392,0.00004150987,0.001274069,0.0005033907,0.0002569227,0.0005224333,0.00001601031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002486665,"about_ca_system_score_gemma":0.0006459841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00125209,"about_ca_topic_score_gemma":0.00295778,"domain_scores_codex":[0.9979622,0.00006002098,0.0002162343,0.0005256256,0.0005913115,0.0006446524],"domain_scores_gemma":[0.9987171,0.00002271918,0.000203413,0.0004843084,0.00009602061,0.0004763982],"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":[6.178071e-7,0.00003947543,0.00003747887,0.00003019191,0.0001281962,0.000001330801,0.04820804,3.96854e-7,4.65963e-7,0.7121854,0.2387284,0.0006399629],"study_design_scores_gemma":[0.0001366287,0.00001863058,0.0003607031,0.00009546558,0.0001639644,4.305465e-7,0.03389434,0.000001698419,0.000002153557,0.1043671,0.860559,0.0003999218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001427194,0.002600222,0.0001107699,0.01059268,0.0006336554,0.0007973014,0.001272234,0.0001114768,0.9824545],"genre_scores_gemma":[0.004968678,0.001331798,0.0005537817,0.001648647,0.002802936,0.0000314204,0.0003047595,0.00004001793,0.988318],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6218305,"threshold_uncertainty_score":0.9999461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09619300361550862,"score_gpt":0.3311112297757234,"score_spread":0.2349182261602148,"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."}}