{"id":"W2566664757","doi":"10.1163/24055069-00104001","title":"The Ramellian Bookwheel","year":2016,"lang":"en","type":"article","venue":"Erudition and the Republic of Letters","topic":"Renaissance and Early Modern Studies","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Fortuna; Reading (process); Prestige; Axle; Icon; Computer science; History; Engineering; Linguistics; Philosophy; Mechanical engineering; Computer security","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":[0.0002735102,0.0000625729,0.00009613788,0.00002052115,0.0005127926,0.0001033827,0.00009273898,0.000009608981,0.0001663382],"category_scores_gemma":[0.00004199507,0.00002201502,0.00005939141,0.00001214533,0.001395282,0.0001547655,0.00002748488,0.00003916766,0.00002280962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005967231,"about_ca_system_score_gemma":0.000004474648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004483476,"about_ca_topic_score_gemma":0.00006026237,"domain_scores_codex":[0.9995015,0.00004699833,0.0001344747,0.00008327996,0.0001154739,0.0001183065],"domain_scores_gemma":[0.999466,0.0002299572,0.0000882876,0.0001582133,0.00004023541,0.00001729654],"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":[0.0000518101,0.000007721245,0.00005821093,0.000006756681,0.0000763963,5.166537e-7,0.004857162,1.211991e-7,0.0002290284,0.7995448,0.1638279,0.03133956],"study_design_scores_gemma":[0.0007314194,0.00001695322,0.000706698,0.00003240754,0.0000126694,0.000001965072,0.00084575,0.000004331936,0.0001239052,0.01019215,0.9872709,0.0000608255],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.236799,0.002470841,0.0004874606,0.6667557,0.0009547567,0.0003049254,0.00002250947,0.00008007025,0.09212473],"genre_scores_gemma":[0.9901918,0.000789731,0.000003221752,0.00209891,0.0003221701,0.00001646865,6.994753e-7,0.00000515929,0.006571824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.823443,"threshold_uncertainty_score":0.5140975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01680348010010067,"score_gpt":0.192982219776165,"score_spread":0.1761787396760643,"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."}}