{"id":"W4400440413","doi":"10.5465/amproc.2024.21235symposium","title":"Situating Design in Organizations: Seeing the Design Process through a “Process Thinking” Lens","year":2024,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Process (computing); Lens (geology); Process management; Design process; Computer science; Psychology; Business; Engineering; Work in process; Operations management","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":[0.001563792,0.0002253309,0.0001780945,0.0002403808,0.0001480248,0.0002429819,0.0005346641,0.0001130355,0.00006541835],"category_scores_gemma":[0.0002069665,0.0001913254,0.0000287624,0.002220807,0.00004335634,0.001857739,0.0000501998,0.0004987632,0.00005101844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008045266,"about_ca_system_score_gemma":0.00003225011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002265715,"about_ca_topic_score_gemma":1.416345e-7,"domain_scores_codex":[0.9984717,0.00003109183,0.0004397529,0.0003194252,0.0004110156,0.0003270547],"domain_scores_gemma":[0.9994125,0.0003265436,0.00009107532,0.00006146128,0.00007916165,0.00002929709],"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":[0.00009777526,0.0002903494,0.0006265652,0.01614974,0.001061864,0.00002374047,0.2840982,0.3091561,0.00512543,0.2869573,0.05792778,0.03848518],"study_design_scores_gemma":[0.001421295,0.0001583077,0.001618656,0.005380596,0.0009244822,0.00009794836,0.07753962,0.5228472,0.08479433,0.2360784,0.06695519,0.002183984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04273303,0.006921334,0.8386108,0.01586641,0.0007640399,0.004610025,0.000003124222,0.002896308,0.08759495],"genre_scores_gemma":[0.9839308,0.0008225781,0.01388182,0.0006595813,0.0001054425,0.0001835592,0.000001466157,0.00007658537,0.0003381959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9411978,"threshold_uncertainty_score":0.7802023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04149121730296187,"score_gpt":0.3079371001505991,"score_spread":0.2664458828476373,"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."}}