{"id":"W2792634193","doi":"10.24377/dteij.article1558","title":"A Model of Framing in Design Teams","year":2023,"lang":"en","type":"article","venue":"Liverpool John Moores University","topic":"Design Education and Practice","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Framing (construction); Sociology; Computer science; Political science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001588868,0.00006939184,0.00009544184,0.0002831361,0.00003190335,0.000006104325,0.0001460196,0.00005776941,0.00004986403],"category_scores_gemma":[0.00003236585,0.00008748184,0.00002866875,0.0005474629,0.00002290299,0.0002359438,0.00003027715,0.0001236213,0.00008401936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008361789,"about_ca_system_score_gemma":0.00004857293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000116948,"about_ca_topic_score_gemma":0.00002362225,"domain_scores_codex":[0.9995472,0.00004956526,0.00007701113,0.0000948868,0.00008980118,0.0001415779],"domain_scores_gemma":[0.9996182,0.0001655089,0.00002267832,0.0001272725,0.00002209103,0.00004426937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005380789,0.00004106275,0.001749599,0.00005937274,0.00003140422,0.00003096276,0.004102024,0.975367,0.006972992,0.002068849,0.006399808,0.003123163],"study_design_scores_gemma":[0.0002849834,0.00001427899,0.006917496,0.00002373446,0.00001511293,8.397583e-7,0.001777643,0.9865027,0.0011996,0.0003551371,0.002778885,0.0001295958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8395434,0.0000572358,0.1296436,0.0001171544,0.0002374004,0.0002503222,0.00002017164,0.000518341,0.02961234],"genre_scores_gemma":[0.9946358,0.0001973491,0.00393057,0.00001223029,0.000009650581,4.198214e-7,0.000003745483,0.000009777758,0.001200447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1550924,"threshold_uncertainty_score":0.3567406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03041045274913255,"score_gpt":0.2187159086677578,"score_spread":0.1883054559186253,"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."}}