{"id":"W4385141795","doi":"10.18772/12022077724","title":"In the Balance","year":2022,"lang":"en","type":"book","venue":"Wits University Press eBooks","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of the Witwatersrand, Johannesburg; International Labour Organization; York University","keywords":"Balance (ability); Psychology; Neuroscience","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003282536,0.0001130618,0.0001725038,0.00006697545,0.00123305,0.00002347518,0.0007524051,0.0001605634,0.00003508692],"category_scores_gemma":[0.00002423277,0.00009488699,0.00009154798,0.00003285547,0.0005161937,0.00005996626,0.0002186,0.0004625303,0.000004159202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003085904,"about_ca_system_score_gemma":0.0003615059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0060991,"about_ca_topic_score_gemma":0.001833623,"domain_scores_codex":[0.9988248,0.0002916572,0.00007050317,0.0001720625,0.0003926288,0.000248337],"domain_scores_gemma":[0.9995347,0.0001562184,0.000090854,0.0001558523,0.00002945862,0.0000329043],"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":[0.00001035949,0.000007179577,0.000004820645,0.000009836591,0.00002477195,0.00006513508,0.04844503,5.465131e-7,6.83386e-8,0.8084732,0.1427359,0.0002231278],"study_design_scores_gemma":[0.0001334083,0.00001028408,0.00002302889,0.00001360686,0.00002479623,3.458043e-7,0.008118733,2.424927e-7,2.018889e-7,0.006792674,0.9847598,0.0001228753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002226947,0.00008159938,4.19454e-7,0.0009896646,0.0003015038,0.0002996894,0.00004063657,0.00003571331,0.9982285],"genre_scores_gemma":[0.0005155836,0.0003926553,0.000002496878,0.000468929,0.0005117796,0.000002009544,0.000004177371,0.000007079856,0.9980953],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8420239,"threshold_uncertainty_score":0.9483747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03663295700280077,"score_gpt":0.268731655529899,"score_spread":0.2320986985270982,"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."}}