{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004220974,0.00009870795,0.0001156978,0.0002403083,0.001049695,0.0001568912,0.000608498,0.00005877076,0.00335632],"category_scores_gemma":[0.00005451402,0.00007573589,0.00002090227,0.0008576355,0.0003324911,0.00005505934,0.001024858,0.0001961717,0.0006814662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003565305,"about_ca_system_score_gemma":0.000002140455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003410745,"about_ca_topic_score_gemma":0.000001756009,"domain_scores_codex":[0.9989834,0.0001649253,0.0001692179,0.0002712854,0.0001293212,0.0002817853],"domain_scores_gemma":[0.999161,0.00003729203,0.00007455995,0.0004805771,0.0002096653,0.00003691217],"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":[0.0004623036,0.0004604204,0.0006500565,0.0003423349,0.0006155882,0.00001914865,0.01241332,0.0001756881,0.0003203709,0.3916463,0.4649123,0.1279822],"study_design_scores_gemma":[0.0004709409,0.0002027586,0.001949872,0.00007518755,0.00002835356,0.00002430127,0.013612,0.00006267148,0.00002637572,0.0004249518,0.9830356,0.00008698805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1384297,0.00162377,0.004332596,0.01789528,0.0002275451,0.0009671621,0.0001097781,0.0007664351,0.8356477],"genre_scores_gemma":[0.9833147,0.00004901709,0.00009648595,0.0002342238,0.00001520909,1.712356e-7,0.00004936692,0.000215398,0.01602546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8448849,"threshold_uncertainty_score":0.9975547,"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."}}