{"id":"W4386919162","doi":"10.54394/rrid1984","title":"Digital transformation of social security administration and services","year":2023,"lang":"en","type":"book","venue":"ILO eBooks","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Social Services, Australian Government","keywords":"Administration (probate law); Digital transformation; Social security; Key (lock); Business; Transformation (genetics); Political science; Computer security; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002307939,0.0001334159,0.000209703,0.00009333805,0.0002504711,0.0002459093,0.0001172918,0.0002957204,0.00001904907],"category_scores_gemma":[0.000004444782,0.0001511953,0.00009126926,0.00003121066,0.0002322079,0.0007122599,0.00001072978,0.0001277463,0.00004120904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006086786,"about_ca_system_score_gemma":0.0003402234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001902425,"about_ca_topic_score_gemma":0.001033522,"domain_scores_codex":[0.9990891,0.00002108467,0.0003500937,0.0001333044,0.0002523048,0.0001541529],"domain_scores_gemma":[0.9995811,0.00005263006,0.0001884719,0.00005518871,0.00006551614,0.00005706925],"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":[0.00006345484,0.0000239387,0.0000133371,0.0008894366,0.00007131558,0.00000204061,0.1130499,4.324736e-7,0.000001091335,0.6945427,0.001072131,0.1902701],"study_design_scores_gemma":[0.0002793652,0.00008896153,0.00005531518,0.0001798052,0.00004940575,9.387309e-7,0.004595067,0.00001868037,0.0000427613,0.1508777,0.8435113,0.0003007402],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003343324,0.00001429118,0.00002902731,0.0002176063,0.0001359312,0.0003347637,0.0002892018,0.0001047444,0.9955311],"genre_scores_gemma":[0.620519,0.00002426774,0.000003724513,0.00003387497,0.000234267,0.00001356345,0.000422247,0.00001713317,0.3787319],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8424391,"threshold_uncertainty_score":0.6165566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347128657426534,"score_gpt":0.2549430817830112,"score_spread":0.2414717952087458,"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."}}