{"id":"W4400992468","doi":"10.69554/xjpl8521","title":"Fresh perspectives on the future of the office: A way forward","year":2021,"lang":"en","type":"article","venue":"Corporate real estate journal","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Operations management; Engineering","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":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002324426,0.000155018,0.0002188602,0.00008351192,0.001577516,0.00006539068,0.0004919934,0.0001239894,0.001968576],"category_scores_gemma":[0.0009380152,0.00008092312,0.0001557309,0.0007002671,0.0002033075,0.0002278042,0.000187101,0.002376405,0.0002525245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000409731,"about_ca_system_score_gemma":0.003324552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001513405,"about_ca_topic_score_gemma":0.0002555842,"domain_scores_codex":[0.9959264,0.0021062,0.0005237301,0.0002201439,0.0007704847,0.0004530495],"domain_scores_gemma":[0.9959458,0.0007529549,0.001125246,0.0005729888,0.001402733,0.0002002615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002205941,0.002242375,0.3784451,0.0005450345,0.000717775,0.0005082574,0.1887395,0.0001870985,0.01296354,0.06466707,0.2440666,0.1047117],"study_design_scores_gemma":[0.0008183373,0.0001377053,0.4374601,0.0002344364,0.00005501339,0.0002199369,0.4740973,0.00005559796,0.0007184607,0.004795263,0.08124668,0.0001611632],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9152517,0.0004537519,0.00001610711,0.02556174,0.002012,0.0003987186,0.00003790962,0.00001571124,0.05625241],"genre_scores_gemma":[0.9569065,0.02685589,0.0001266522,0.0008005123,0.001836149,0.00004168413,0.00001132209,0.00005547479,0.01336581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2853579,"threshold_uncertainty_score":0.9999251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0831636883287115,"score_gpt":0.428656896036154,"score_spread":0.3454932077074425,"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."}}