{"id":"W6988039231","doi":"","title":"The web of knowing, doing, and patenting.\\nWilliam Thomson’s apparatus room and the history of electricity","year":2012,"lang":"en","type":"book-chapter","venue":"Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna)","topic":"Scientific Innovation and Industrial Efficiency","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electricity; Paraphernalia; History of science; Industrial Revolution; Position (finance); Electric light; History of computing","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004180457,0.0004438587,0.000881195,0.0006237885,0.0007495952,0.00009876677,0.00127248,0.0002575513,0.0002183505],"category_scores_gemma":[0.0003964992,0.0002650607,0.0002783076,0.0003484695,0.003144814,0.0002277033,0.001095993,0.0005880134,0.00004306914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002050933,"about_ca_system_score_gemma":0.0005567916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003025155,"about_ca_topic_score_gemma":0.00005677231,"domain_scores_codex":[0.9956652,0.0003293413,0.001096231,0.0008003719,0.001555564,0.0005532999],"domain_scores_gemma":[0.99486,0.002053803,0.001446814,0.0007960687,0.0007099719,0.0001333618],"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":[0.0003977054,0.00007368365,0.001819328,0.00003089947,0.0002193446,0.00001127549,0.00143987,0.00002038487,0.00036058,0.9257843,0.05309823,0.01674435],"study_design_scores_gemma":[0.001276896,0.00009848979,0.00313901,0.00007809648,0.0002024989,0.00002888805,0.0004680254,0.0004608486,0.00005672702,0.004102632,0.9897432,0.0003446821],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01518205,0.008326895,0.0004012072,0.000937709,0.002541258,0.0007673328,0.0001410794,0.00003432914,0.9716681],"genre_scores_gemma":[0.2477796,0.001955485,0.0001033853,0.00009391661,0.0001226175,0.000004652431,0.00001662381,0.00002438169,0.7498993],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.936645,"threshold_uncertainty_score":0.9999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05022626506466508,"score_gpt":0.2604891683913593,"score_spread":0.2102629033266942,"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."}}