{"id":"W4383959100","doi":"10.54941/ahfe1003692","title":"A Designer Situation","year":2023,"lang":"en","type":"article","venue":"AHFE international","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meritocracy; Incentive; Ideology; Sociology; Value (mathematics); Public relations; Engineering ethics; Marketing; Computer science; Political science; Engineering; Business; Economics; Law","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":[0.008805638,0.00105011,0.0008582589,0.002515251,0.03109801,0.02215638,0.002610346,0.009080989,0.07476467],"category_scores_gemma":[0.009766203,0.001206634,0.0009970436,0.002318966,0.01214712,0.01136427,0.01532651,0.006916862,0.01473335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0098418,"about_ca_system_score_gemma":0.008025728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007141119,"about_ca_topic_score_gemma":0.009945256,"domain_scores_codex":[0.9820968,0.007781857,0.001033176,0.00348474,0.002386285,0.003217072],"domain_scores_gemma":[0.9920752,0.002077556,0.0006930745,0.0008682576,0.001547312,0.002738738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003076765,0.0002974604,0.009478844,0.000442228,0.00003868519,0.01178965,0.1841296,0.0003973309,0.00159068,0.6254389,0.1139737,0.0521153],"study_design_scores_gemma":[0.00002902412,0.0001320939,0.0008600053,0.0003052147,0.00001549863,0.005965334,0.08570373,0.0003380149,0.0003657079,0.02064375,0.8855689,0.00007275339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1397988,0.003341806,0.01186866,0.03812097,0.002799997,0.0004080761,0.0004435349,0.0003751756,0.8028429],"genre_scores_gemma":[0.6345677,0.002866086,0.007341462,0.02143501,0.000544912,0.0003444638,0.000355365,0.0004037966,0.3321413],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07476467,"threshold_uncertainty_score":0.2501127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09110210303028037,"score_gpt":0.4365548515164677,"score_spread":0.3454527484861873,"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."}}