{"id":"W4413523988","doi":"10.64628/aam.xmpwkunfm","title":"The shift to working from home will be difficult to reverse","year":2023,"lang":"en","type":"article","venue":"","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003196066,0.0006525254,0.0007907787,0.00065119,0.006150899,0.00551429,0.001382337,0.006248897,0.03357052],"category_scores_gemma":[0.01526418,0.0003526646,0.0009676629,0.0003375166,0.003435954,0.006972048,0.006115525,0.007288964,0.03106622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107186,"about_ca_system_score_gemma":0.003839925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005749404,"about_ca_topic_score_gemma":0.0144034,"domain_scores_codex":[0.9970842,0.0005430342,0.0001767968,0.0003478788,0.0007839958,0.001064141],"domain_scores_gemma":[0.9901119,0.0007535768,0.000809425,0.0004856297,0.002443925,0.005395582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003974579,0.001166814,0.02044392,0.000630836,0.0001877344,0.003169616,0.00594969,0.0005370645,0.004082766,0.09557028,0.5474319,0.3204318],"study_design_scores_gemma":[0.0001240825,0.0006447796,0.04113427,0.001733937,0.00006295575,0.003273548,0.03577023,0.0003755817,0.0006386363,0.08052555,0.8354517,0.0002648085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04757552,0.00769101,0.007175975,0.6992669,0.04954123,0.0001524997,0.0005293168,0.0004032287,0.1876643],"genre_scores_gemma":[0.4128606,0.02275863,0.01335751,0.2660574,0.01854966,0.0004972045,0.000770907,0.0005048268,0.2646432],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03357052,"threshold_uncertainty_score":0.1123046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2252599025574984,"score_gpt":0.4132928494309875,"score_spread":0.1880329468734891,"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."}}