{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001463195,0.00004059894,0.00003175276,0.0001395675,0.00004461531,0.00002871502,0.0001587304,0.0000229994,0.005093897],"category_scores_gemma":[0.0001254779,0.00004039403,0.00002425309,0.0002419503,0.0000344457,0.00008192543,0.00002242064,0.00004585896,0.007096386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002186666,"about_ca_system_score_gemma":0.00001803219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002476529,"about_ca_topic_score_gemma":0.000005130849,"domain_scores_codex":[0.9994668,0.00002845319,0.00008484599,0.000150387,0.0001707998,0.0000987147],"domain_scores_gemma":[0.9996681,0.0001217097,0.00003065428,0.0001063097,0.00004386854,0.00002931713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005210079,0.0003973776,0.05526686,0.000002266656,0.0000490305,0.00003927788,0.009746898,0.00009082251,0.02801531,0.2233656,0.621627,0.06134744],"study_design_scores_gemma":[0.0003948881,0.00003930242,0.7270287,0.000006141795,0.000004523521,0.00003111516,0.0009349872,0.001542224,0.00132473,0.003553908,0.2649973,0.0001421341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8079754,0.000004967357,0.002179188,0.008009137,0.006285445,0.00008465039,0.00001062324,0.0002211731,0.1752294],"genre_scores_gemma":[0.9455069,0.0000037643,0.00007263179,0.0007298872,0.0001913508,0.00003564329,0.00002609076,0.000005156872,0.05342855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6717619,"threshold_uncertainty_score":0.9958156,"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."}}