{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0130458,0.000711488,0.0003734893,0.0008128218,0.001071956,0.002477489,0.003008918,0.001809058,0.007504854],"category_scores_gemma":[0.03477658,0.0004586995,0.0005610299,0.0003435994,0.001860438,0.003888748,0.002646644,0.001777642,0.002428777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008477507,"about_ca_system_score_gemma":0.001594794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008773445,"about_ca_topic_score_gemma":0.00160638,"domain_scores_codex":[0.9946491,0.003397977,0.0002568983,0.000503714,0.0008116126,0.0003805846],"domain_scores_gemma":[0.981872,0.01028533,0.0005013909,0.003331636,0.00230512,0.001704471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001192593,0.01353542,0.02084344,0.002664177,0.00009757151,0.00237048,0.09769461,0.007037209,0.07641918,0.01819439,0.05053477,0.7094162],"study_design_scores_gemma":[0.002235627,0.04310755,0.04332509,0.003427418,0.0003975054,0.00526104,0.08516023,0.05654239,0.08230106,0.05496291,0.6223741,0.0009050264],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.3847808,0.0002108135,0.5507856,0.004247828,0.0008222132,0.01523672,0.0005709628,0.01065,0.03269501],"genre_scores_gemma":[0.3684997,0.0001896113,0.6139838,0.001188761,0.00007425731,0.006312194,0.0005036368,0.0005845878,0.00866358],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0130458,"threshold_uncertainty_score":0.06899363,"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."}}