{"id":"W7056412956","doi":"","title":"Embroidery, business enterprise and philanthropic ventures
\\nin Nineteenth Century Britain","year":2006,"lang":"en","type":"dissertation","venue":"SHURA (Sheffield Hallam University Research Archive) (Sheffield Hallam University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Theme (computing); Commodity; Fraternity; Business history; Work (physics); Business practice; Business enterprise","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006292662,0.0009181257,0.001003711,0.002561412,0.001571604,0.0003339758,0.002003682,0.0006537801,0.02165686],"category_scores_gemma":[0.0001082193,0.001115152,0.0004583555,0.001666382,0.0006898229,0.0002740732,0.001460155,0.003256555,0.0001365359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001551536,"about_ca_system_score_gemma":0.00105916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03235945,"about_ca_topic_score_gemma":0.02908111,"domain_scores_codex":[0.9930739,0.001175261,0.000551944,0.001804911,0.00159068,0.001803241],"domain_scores_gemma":[0.9955724,0.001236786,0.0003191402,0.001177508,0.0009609407,0.0007331495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009284259,0.004526837,0.04489753,0.004465172,0.00327202,0.008520707,0.008985133,0.0002331151,0.0106686,0.09065817,0.3644729,0.4500155],"study_design_scores_gemma":[0.00535939,0.0007059145,0.05258524,0.001128298,0.000378433,0.00001197764,0.02846612,0.0004141157,0.0003845043,0.000985506,0.9075395,0.00204097],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1787247,0.0005299218,0.0005920461,0.001938383,0.0006581528,0.003287456,0.0003949209,0.0001874703,0.8136869],"genre_scores_gemma":[0.5945289,0.005221835,0.0004204725,0.00005691725,0.00095407,0.00001602282,0.005769628,0.0001476019,0.3928846],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5430666,"threshold_uncertainty_score":0.9997282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009268906685310788,"score_gpt":0.2395803959700935,"score_spread":0.2303114892847827,"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."}}