{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004122952,0.00008497293,0.0001275078,0.0001017767,0.0006047163,0.0001692069,0.0001337713,0.00002134312,0.00003386951],"category_scores_gemma":[0.0009583156,0.00005898443,0.00001169671,0.001421784,0.0001052386,0.0002552647,0.0004707848,0.00007454822,0.0001399039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001361673,"about_ca_system_score_gemma":0.00001920836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001559779,"about_ca_topic_score_gemma":0.00002648588,"domain_scores_codex":[0.9992118,0.0000168493,0.000236659,0.0001619456,0.0002285761,0.0001441653],"domain_scores_gemma":[0.9987201,0.00007341037,0.0001130657,0.0001009386,0.0009834799,0.000009009262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001515725,0.00002230361,0.009231754,0.0002827498,0.0001210308,0.000002407155,0.003646483,0.000001384514,0.0005677794,0.8453848,0.122758,0.01796613],"study_design_scores_gemma":[0.001018073,0.00004036526,0.01047937,0.00009879857,0.00009100905,5.840549e-7,0.07149554,0.0002873616,0.001377091,0.01843475,0.896299,0.0003780715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2755848,0.01703665,0.002405715,0.1988935,0.002626682,0.002274659,0.000003233206,0.00084988,0.5003248],"genre_scores_gemma":[0.9954531,0.0005468106,0.0000721563,0.001815868,0.0008166446,0.000003330082,0.000006824695,0.00001963195,0.001265618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8269501,"threshold_uncertainty_score":0.465105,"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."}}