{"id":"W2589510539","doi":"10.15453/0191-5096.3326","title":"Value Discretion in a People-Changing Environment: Taking the Long View","year":2016,"lang":"en","type":"article","venue":"The Journal of Sociology & Social Welfare","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Discretion; Normative; Workfare; Value (mathematics); Welfare reform; Contradiction; Welfare; Work (physics); Public relations; Labour economics; Economics; Sociology; Business; Political science; Law; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004667278,0.0001069964,0.0002451465,0.00003892753,0.002170226,0.00002621711,0.0006762578,0.0001606774,0.0004727696],"category_scores_gemma":[0.0003214045,0.00005073513,0.0001725368,0.0002722278,0.001541683,0.0002494955,0.00006896126,0.0003110619,0.00001234918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003954364,"about_ca_system_score_gemma":0.0001314764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00200191,"about_ca_topic_score_gemma":0.003554366,"domain_scores_codex":[0.9973124,0.001247089,0.0003414464,0.0001086497,0.0005085882,0.0004818617],"domain_scores_gemma":[0.9984566,0.0005570257,0.0008003186,0.00008509242,0.00004933506,0.00005163916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008245468,0.00006482872,0.07275414,0.000008434572,0.00007798008,0.00001449583,0.6458445,0.00005147424,0.0002582596,0.1971346,0.0004564266,0.08325247],"study_design_scores_gemma":[0.0005367052,0.0000742584,0.8005651,0.00007552055,0.00007001498,0.000009250252,0.1608296,0.000005863172,0.00000986787,0.02040424,0.0172322,0.0001873298],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7414978,0.001168116,0.001152505,0.2542972,0.0004883303,0.0001656859,0.000004077868,0.000009360153,0.00121703],"genre_scores_gemma":[0.9969057,0.001399819,0.00001205677,0.0004871681,0.0008799242,0.000004655319,1.592476e-7,0.000008012553,0.0003024724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.727811,"threshold_uncertainty_score":0.9991288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193881833138558,"score_gpt":0.2987269066593278,"score_spread":0.2767880883279422,"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."}}