{"id":"W4386939884","doi":"10.1332/policypress/9781447353690.003.0002","title":"A hand up, not a handout","year":2022,"lang":"en","type":"book-chapter","venue":"Policy Press eBooks","topic":"Australian History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aotearoa; Welfare; Colonialism; Punitive damages; Context (archaeology); Political science; Naturalisation; Indigenous; Sanctions; Welfare state; Immigration; Inclusion (mineral); State (computer science); Political economy; Sociology; Law; History; Gender studies; Politics; Citizenship","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003749849,0.0002989646,0.0003921429,0.00009903561,0.00164583,0.0001447502,0.000557396,0.000443947,0.0019178],"category_scores_gemma":[0.00007113053,0.0003387952,0.0003738157,0.000009942149,0.00105985,0.00006886079,0.0001900192,0.000689203,0.0000701586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005458242,"about_ca_system_score_gemma":0.0006843922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02101056,"about_ca_topic_score_gemma":0.0005767897,"domain_scores_codex":[0.9980264,0.0001140514,0.0002863301,0.0004176153,0.0006693641,0.0004862611],"domain_scores_gemma":[0.9989212,0.0001013407,0.0002596958,0.0003992606,0.00005865451,0.0002598812],"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":[0.0000232294,0.000004203045,0.00000102945,0.00002399544,0.00006177575,0.00001409024,0.0418812,5.895176e-7,0.000005672474,0.9232236,0.03330127,0.001459402],"study_design_scores_gemma":[0.0002713901,0.00002426383,0.000002660362,0.00002647589,0.00006225619,0.000001817657,0.0001233761,3.699428e-7,0.00003611796,0.006696841,0.9923806,0.0003738835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001901596,0.0001242854,0.000006257043,0.0002468352,0.0006950378,0.0004286869,0.0002147933,0.000141233,0.9981239],"genre_scores_gemma":[0.006535765,0.0001189981,0.00002190443,0.0009419902,0.001827371,0.00007202254,0.00001465471,0.00006245757,0.9904048],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9590793,"threshold_uncertainty_score":0.9999064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1247244169384612,"score_gpt":0.3412383707814095,"score_spread":0.2165139538429483,"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."}}