{"id":"W3162870227","doi":"10.1177/00018392211012376","title":"Under the Umbrella: Goal-Derived Category Construction and Product Category Nesting","year":2021,"lang":"en","type":"article","venue":"Administrative Science Quarterly","topic":"Cognitive and psychological constructs research","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université Laval","funders":"Social Sciences and Humanities Research Council of Canada; Queen's University; Waseda University; University of Glasgow","keywords":"Nesting (process); Product category; Product (mathematics); Process management; Business; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009020783,0.0002139651,0.0002077573,0.00009626593,0.0008995158,0.0003218103,0.0003544848,0.00007397841,0.001062312],"category_scores_gemma":[0.000182104,0.0001503542,0.00005286282,0.001113184,0.005065474,0.0002942356,0.00003945747,0.000476132,0.000173176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000347336,"about_ca_system_score_gemma":0.0007061767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001001124,"about_ca_topic_score_gemma":0.00008639372,"domain_scores_codex":[0.9971769,0.0004772668,0.0003066819,0.0009947058,0.0004326553,0.0006118004],"domain_scores_gemma":[0.9980904,0.0004892716,0.0001238763,0.00048102,0.0005961299,0.0002193341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001807461,0.0002772265,0.008346516,0.00002948081,0.0001037998,0.000409684,0.01652877,4.899751e-7,0.2189709,0.2248618,0.0005995187,0.5296911],"study_design_scores_gemma":[0.001598393,0.002620163,0.5794356,0.00005251919,0.00006743053,0.003957175,0.345925,0.00003043031,0.02193104,0.04126008,0.002262858,0.0008592314],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8924953,0.000689293,0.0007954183,0.003583231,0.0007068991,0.0003381938,0.00001264019,0.00005232676,0.1013267],"genre_scores_gemma":[0.9975494,0.000009593932,0.0003969686,0.0005318747,0.0001427258,0.00004296195,0.00000616519,0.00001016822,0.001310116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5710891,"threshold_uncertainty_score":0.9998509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09863961685907825,"score_gpt":0.4026580819467984,"score_spread":0.3040184650877202,"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."}}