{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003846351,0.0004258594,0.0002787938,0.002034478,0.006288963,0.007420041,0.001248744,0.00120062,0.008952538],"category_scores_gemma":[0.006873914,0.0004997737,0.0009473676,0.002308838,0.01937118,0.009759639,0.005049773,0.002506957,0.0009939034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008387105,"about_ca_system_score_gemma":0.005996926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09627898,"about_ca_topic_score_gemma":0.1340666,"domain_scores_codex":[0.9955301,0.002281587,0.0001214032,0.0007200743,0.0007228574,0.0006240026],"domain_scores_gemma":[0.9955035,0.001239195,0.0004172207,0.001342219,0.001086572,0.0004113481],"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":[0.00002510149,0.00002125478,0.009353308,0.00003697103,0.000009551854,0.0002855879,0.04823998,0.0006505533,0.00136621,0.9173258,0.0007300961,0.02195564],"study_design_scores_gemma":[0.00002053235,0.00008186829,0.04866403,0.0002674813,0.00004133721,0.0008406466,0.05897635,0.01266455,0.003204599,0.744493,0.1306405,0.0001050829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3490815,0.0004066457,0.3136096,0.001864081,0.00007435261,0.0002238683,0.0002407394,0.0002462007,0.3342531],"genre_scores_gemma":[0.936424,0.00009292375,0.0499846,0.000121507,0.00001267701,0.0001226735,0.000205003,0.0001167813,0.01291983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09627898,"threshold_uncertainty_score":0.1914371,"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."}}