{"id":"W6893259500","doi":"10.5281/zenodo.14894474","title":"Unlock the Power of Workplace Solutions and Services with Ricoh's Cutting-Edge Technology","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Power (physics); Expert system; Key (lock); Range (aeronautics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003204738,0.0003933638,0.0001924296,0.0008105356,0.0036064,0.006633482,0.001294846,0.00297529,0.02188545],"category_scores_gemma":[0.003832795,0.000248113,0.0005117903,0.0005454609,0.002638422,0.007540155,0.006607682,0.003713362,0.007509455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002967949,"about_ca_system_score_gemma":0.004543952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00637175,"about_ca_topic_score_gemma":0.015298,"domain_scores_codex":[0.9972608,0.0008218258,0.00004335264,0.00016257,0.0009664256,0.000745016],"domain_scores_gemma":[0.9971135,0.0007240354,0.0001205479,0.0003384666,0.0005812664,0.001122198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001324664,0.0002289657,0.002069578,0.0004057311,0.00002503443,0.0004379459,0.00664165,0.0004661647,0.004568247,0.1785284,0.3008032,0.5056927],"study_design_scores_gemma":[0.0000227779,0.00009737156,0.002149899,0.0003887865,0.00001529204,0.0005286589,0.007864649,0.001210318,0.002455029,0.0351315,0.9500917,0.00004397603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08357675,0.01620747,0.04087569,0.3849913,0.002629258,0.0001420426,0.0002250356,0.002682896,0.4686695],"genre_scores_gemma":[0.6136317,0.01558806,0.07684834,0.05521782,0.001050672,0.0001718111,0.0004075867,0.001165256,0.2359188],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02188545,"threshold_uncertainty_score":0.07321411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472911030059375,"score_gpt":0.2424558440057394,"score_spread":0.2277267337051456,"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."}}