{"id":"W4360985674","doi":"10.2139/ssrn.4400704","title":"The Characteristics and Geographic Distribution of Robot Hubs in U.S. Manufacturing Establishments","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Distribution (mathematics); Business; Economic geography; Industrial organization; Manufacturing; Geography; Marketing; 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":[0.0005336532,0.00008828608,0.000100653,0.00008920695,0.0001192719,0.00003684694,0.00009289799,0.00004151741,6.4212e-7],"category_scores_gemma":[0.00004608015,0.00007177817,0.00002372972,0.0001319366,0.0000348376,0.00009770154,0.00002130758,0.0006038685,0.000001314504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001635516,"about_ca_system_score_gemma":0.00004110979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009827539,"about_ca_topic_score_gemma":0.00007339278,"domain_scores_codex":[0.9988069,0.00001718421,0.0002145038,0.00007315877,0.0001039704,0.0007842731],"domain_scores_gemma":[0.9997552,0.00005938774,0.00005905644,0.00008037311,0.00001782411,0.00002814105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00004369392,0.00002322343,0.009272564,0.00006518553,0.00011712,0.000007778372,0.0001331072,0.8228157,0.0002800839,0.01277757,0.00003476627,0.1544292],"study_design_scores_gemma":[0.001819388,0.0002508815,0.5291627,0.0001629069,0.0000745965,0.0001735433,0.001480247,0.110102,0.006413144,0.3473409,0.002317168,0.0007026148],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8927514,0.0008315074,0.105831,0.00009208126,0.0002540179,0.00008778068,0.000009838417,0.00009046862,0.0000518576],"genre_scores_gemma":[0.9713447,0.02847679,0.00004272298,0.000001584189,0.00003903844,0.000003448776,0.00003266103,0.00001351168,0.00004551276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7127138,"threshold_uncertainty_score":0.2927029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004828445911390478,"score_gpt":0.2030464203637359,"score_spread":0.1982179744523454,"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."}}