{"id":"W2607042795","doi":"","title":"Counting on Customers: John Campbell, 1806-1891, Middlesex County Handloom Weaver","year":2012,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Cultural History and Identity Formation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Management; Sociology; Engineering; Gerontology; Economics; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002851834,0.0002407412,0.000313613,0.0001892776,0.001442098,0.00008246978,0.0004589345,0.0001679173,0.002978624],"category_scores_gemma":[0.00001435323,0.0002139429,0.0002733337,0.00007640192,0.0002618935,0.0008749481,0.00004302392,0.0003730169,0.001044257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001896289,"about_ca_system_score_gemma":0.0000589913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004816071,"about_ca_topic_score_gemma":0.01586547,"domain_scores_codex":[0.9988419,0.00006453925,0.0001968837,0.0001928827,0.000446985,0.000256834],"domain_scores_gemma":[0.9987371,0.00005167741,0.0005353283,0.0002965079,0.0003194074,0.00005998707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001307389,0.0004209508,0.00009826019,0.001665558,0.0007254574,0.0000156682,0.6028785,0.00004436478,0.006827712,0.1056343,0.2751213,0.005260553],"study_design_scores_gemma":[0.0004321612,0.00006989852,0.00661175,0.0001831086,0.000444722,0.000001732941,0.1053922,0.00003425617,0.00004824352,0.0001395032,0.8862878,0.0003546034],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7480314,0.0009399054,0.000003397344,0.0001281703,0.002740521,0.0003710054,0.0002200003,0.00008359049,0.247482],"genre_scores_gemma":[0.8343894,0.0001554199,0.000004302343,0.00004365748,0.0005295948,3.906415e-7,0.000910132,0.00001746318,0.1639496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6111665,"threshold_uncertainty_score":0.9998579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02635895459053374,"score_gpt":0.2049303034681753,"score_spread":0.1785713488776416,"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."}}