{"id":"W2549951577","doi":"10.1504/ijwi.2016.078642","title":"Generation as a politics of representation","year":2016,"lang":"en","type":"article","venue":"International Journal of Work Innovation","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Johnson and Johnson","keywords":"Politics; Representation (politics); Materialism; Construct (python library); Sociology; Gender studies; Political science; Epistemology; Law; Computer science","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":[0.0006987611,0.00004536047,0.00008357861,0.0002867985,0.00007536828,0.00003874496,0.0002141351,0.00006111766,0.0002056543],"category_scores_gemma":[0.001526553,0.00003599823,0.00005669997,0.0005823565,0.0001076631,0.0004322478,0.00001278762,0.00005774191,0.00001195229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002187974,"about_ca_system_score_gemma":0.0003474799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007052776,"about_ca_topic_score_gemma":0.00001215507,"domain_scores_codex":[0.9985549,0.00008467781,0.0005435841,0.00006143467,0.000673766,0.00008167543],"domain_scores_gemma":[0.9961129,0.0001096865,0.000707466,0.00005960019,0.002978635,0.00003165661],"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":[0.00004506975,0.0001227312,0.03514421,0.000001851621,0.00009806011,0.000002694705,0.01098397,0.00003951957,0.01271101,0.8794229,0.005419603,0.0560084],"study_design_scores_gemma":[0.008116519,0.0006933964,0.203983,0.001351159,0.0001890005,0.0001006841,0.03748764,0.000356529,0.05577449,0.3728383,0.317899,0.001210313],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591696,0.00002022167,0.01468795,0.01777623,0.002712635,0.00006308546,0.000004399523,0.000008406942,0.005557497],"genre_scores_gemma":[0.9943447,0.00008609472,0.001488836,0.0002985385,0.001268383,0.000001278799,0.000008613201,0.000005012307,0.002498557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5065846,"threshold_uncertainty_score":0.2251771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08357413412167448,"score_gpt":0.4196951335067937,"score_spread":0.3361209993851192,"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."}}