{"id":"W4403039383","doi":"10.69554/esyr5368","title":"Piloting: Adopting a prototype mindset for today’s workplace","year":2024,"lang":"en","type":"article","venue":"Corporate real estate journal","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Mindset; Psychology; Computer science; Engineering ethics; Human–computer interaction; Knowledge management; Engineering; Sociology; Public relations; Political science; Artificial intelligence","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":[0.00164929,0.0001876681,0.0001957877,0.0002186568,0.0002310315,0.0002802709,0.0001637829,0.000086831,0.0006521147],"category_scores_gemma":[0.00006881761,0.0001614738,0.0001082896,0.0003606754,0.00003257022,0.000208877,0.00002742119,0.0003815042,0.0003578591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001292673,"about_ca_system_score_gemma":0.0004084262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000142863,"about_ca_topic_score_gemma":0.00001727449,"domain_scores_codex":[0.9983913,0.0001208714,0.0005116168,0.0002956101,0.0002446518,0.0004359048],"domain_scores_gemma":[0.9989767,0.000196099,0.000324564,0.0001369036,0.0002163202,0.0001494061],"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":[0.001287406,0.0001277747,0.0056574,0.0001984641,0.0002805841,0.0005082503,0.00921389,0.0002509933,0.001100438,0.003006186,0.04824217,0.9301264],"study_design_scores_gemma":[0.007722574,0.005298075,0.07814667,0.00272837,0.0006620786,0.005019484,0.007117377,0.03305674,0.0006942097,0.04359024,0.8132647,0.002699502],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8909947,0.0005460274,0.02001945,0.002349434,0.008567937,0.002061509,0.00002759611,0.0003097627,0.07512359],"genre_scores_gemma":[0.9495291,0.00105768,0.02139244,0.0001400475,0.002543497,0.0004966315,0.000150133,0.0001713132,0.02451921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9274269,"threshold_uncertainty_score":0.7140199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133454322284339,"score_gpt":0.3644409112253617,"score_spread":0.2510954789969278,"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."}}