{"id":"W971615398","doi":"","title":"New Elements of Technology","year":2012,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metis; Notice; Epistemology; Dichotomy; Logos Bible Software; History; Greeks; Sociology; Aesthetics; Environmental ethics; Philosophy; Computer science; Law; Political science; Classics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001293505,0.0002668826,0.0003666179,0.0002482077,0.0002831995,0.0001165503,0.001213287,0.0004080815,0.001975894],"category_scores_gemma":[0.0003417243,0.0002550657,0.000165817,0.00008419994,0.0005042279,0.0001033397,0.001240963,0.0006552461,0.00008484122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004948988,"about_ca_system_score_gemma":0.0001410627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00116943,"about_ca_topic_score_gemma":0.00658189,"domain_scores_codex":[0.9979566,0.0005676604,0.0004938011,0.0004088635,0.0002372415,0.0003358195],"domain_scores_gemma":[0.9964291,0.0001279711,0.0005652386,0.001575828,0.001203174,0.00009870643],"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":[0.000003883711,0.0002629746,0.00109849,0.00009593398,0.0001160739,8.293212e-7,0.0319047,8.913885e-7,0.0005745433,0.8913378,0.01644381,0.05816009],"study_design_scores_gemma":[0.00039947,5.615963e-7,0.0002767901,0.0009018463,0.0001081543,0.000003860973,0.00215216,0.00009625137,0.02660504,0.05138261,0.9176487,0.0004245628],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06940879,0.01130779,0.02447586,0.03514148,0.001338268,0.001116904,0.0003561454,0.001425998,0.8554288],"genre_scores_gemma":[0.8898805,0.0006292355,0.02381369,0.00009470135,0.0001306421,0.00005859946,0.0004395152,0.00005368787,0.0848994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9012049,"threshold_uncertainty_score":0.9999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100185108287483,"score_gpt":0.2308835792972032,"score_spread":0.2098817282143284,"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."}}