{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01423495,0.00109968,0.0005747122,0.004749974,0.005879683,0.01155666,0.002835343,0.00439513,0.008164106],"category_scores_gemma":[0.0240516,0.001013635,0.001890516,0.003423119,0.02184342,0.01613572,0.005738272,0.002533479,0.001398675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00645117,"about_ca_system_score_gemma":0.004395703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004233533,"about_ca_topic_score_gemma":0.001722187,"domain_scores_codex":[0.9837167,0.0114616,0.0004176286,0.001627871,0.001744579,0.001031668],"domain_scores_gemma":[0.9829501,0.01136221,0.001497127,0.002022749,0.001238406,0.0009293633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002667016,0.00003436975,0.001171408,0.00005266484,0.00001043612,0.0002294933,0.03463181,0.002684292,0.0002721392,0.9515823,0.0004002471,0.008904173],"study_design_scores_gemma":[0.00008261291,0.00008197923,0.0005415054,0.0001863967,0.00003546752,0.0003270481,0.01153092,0.0196334,0.0003624908,0.9314057,0.03577025,0.00004232956],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1055638,0.001365943,0.54765,0.009213209,0.0002771212,0.0005746984,0.0001229141,0.0003038174,0.3349284],"genre_scores_gemma":[0.8798447,0.000519532,0.1058279,0.0003711067,0.0001160197,0.0007674224,0.000113282,0.00009264569,0.0123474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01423495,"threshold_uncertainty_score":0.07528251,"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."}}