{"id":"W4416782580","doi":"10.1177/09500170251386331","title":"Algorithmically Managing Risk and the Risk of Managing Algorithms in Australian Homecare: A Managerial Perspective","year":2025,"lang":"en","type":"article","venue":"Work Employment and Society","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"Australian Research Council","keywords":"Perspective (graphical); Risk management; Compliance (psychology); Key (lock); Complexity management; Risk assessment","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":[0.002969659,0.0001488692,0.0003085404,0.00005704575,0.001043682,0.0002084528,0.0001940714,0.0001736981,0.00001125394],"category_scores_gemma":[0.0002375678,0.0001192662,0.0001775624,0.0005776169,0.001326792,0.0001661611,0.0001560645,0.0005214926,6.406492e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001575163,"about_ca_system_score_gemma":0.00007961886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02678776,"about_ca_topic_score_gemma":0.001935513,"domain_scores_codex":[0.9983016,0.0004670847,0.0002542963,0.0002960712,0.0003170898,0.0003639109],"domain_scores_gemma":[0.9989912,0.0005210271,0.0001488759,0.0001445271,0.0001123536,0.0000820194],"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":[0.0001630407,0.0001014476,0.05050155,0.00004911355,0.0006313634,0.00000600389,0.4280659,0.00003856763,0.000003095627,0.4615803,0.004339722,0.05451992],"study_design_scores_gemma":[0.004779833,0.00006818043,0.09795514,0.0003122744,0.0004233345,2.303787e-7,0.3987268,0.0006420961,0.000008004535,0.4830383,0.01356987,0.0004758923],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7408431,0.005829258,0.003060407,0.1782513,0.001464619,0.002598252,0.00008285313,0.0001988055,0.06767147],"genre_scores_gemma":[0.9755443,0.01865298,0.002076282,0.0005455454,0.0002070059,0.00002292883,0.000002459522,0.00001278034,0.002935744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2347012,"threshold_uncertainty_score":0.9796929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330524404742414,"score_gpt":0.3118143700054091,"score_spread":0.298509125957985,"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."}}