{"id":"W3034739709","doi":"10.1177/0170840620932591","title":"The Hidden Paths of Category Research: Climbing new heights and slippery slopes","year":2020,"lang":"en","type":"article","venue":"Organization Studies","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Strong","keywords":"Climbing; Consolidation (business); Sociology; Epistemology; Process (computing); Point (geometry); Cognitive science; Computer science; Management science; Data science; Psychology; Economics; Ecology; Mathematics","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":[0.01845818,0.0005275148,0.001389627,0.006407897,0.006418136,0.02114268,0.002745139,0.005412285,0.009891281],"category_scores_gemma":[0.0548294,0.000810368,0.0009986497,0.00599563,0.04857882,0.05620262,0.01137275,0.009780994,0.001320863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004679803,"about_ca_system_score_gemma":0.003240408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002913527,"about_ca_topic_score_gemma":0.003629087,"domain_scores_codex":[0.9881897,0.006023909,0.0005714606,0.001755224,0.00272771,0.0007320376],"domain_scores_gemma":[0.9184743,0.06003577,0.003932045,0.01072584,0.004594767,0.002237198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002765661,0.00001343854,0.001377336,0.0001245363,0.00001689325,0.00007088509,0.008645169,0.0002579189,0.00008098807,0.9562744,0.004888782,0.02822198],"study_design_scores_gemma":[0.000005220763,0.000008007815,0.0006156396,0.0001839391,0.000005233425,0.00006784428,0.003595752,0.0009690651,0.00005545681,0.9728882,0.0215895,0.00001614716],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1197357,0.07787987,0.1936607,0.4674203,0.00508712,0.0001259488,0.0005756897,0.0004345219,0.1350802],"genre_scores_gemma":[0.9166471,0.02442279,0.03842787,0.008206116,0.003270145,0.0001896032,0.0002446586,0.0004369947,0.00815481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02114268,"threshold_uncertainty_score":0.09761739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1501226707980107,"score_gpt":0.3120061677709361,"score_spread":0.1618834969729254,"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."}}