{"id":"W3155600448","doi":"10.16995/dscn.313","title":"Technical Topologies of Texts","year":2021,"lang":"fr","type":"article","venue":"Digital Studies / Le champ numérique","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flexibility (engineering); Computer science; Task (project management); Software; A priori and a posteriori; Realm; Humanities; Programming language; Epistemology; Engineering; Mathematics; Philosophy; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003490018,0.001161626,0.0008682627,0.005377445,0.005851092,0.01493741,0.001798487,0.003238094,0.02084051],"category_scores_gemma":[0.01096601,0.0008437705,0.001597401,0.004389816,0.01734599,0.02816185,0.007929261,0.004070087,0.006841496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00397104,"about_ca_system_score_gemma":0.001248961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009789794,"about_ca_topic_score_gemma":0.0006349201,"domain_scores_codex":[0.9934965,0.002869942,0.0006618513,0.001302187,0.001283079,0.0003863454],"domain_scores_gemma":[0.9909475,0.004896142,0.0008870168,0.001619948,0.001224369,0.0004248938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006204202,0.000002105321,0.00003782762,0.00003992974,0.000002475423,0.00004735497,0.0008294345,0.000112518,0.00007071256,0.9953269,0.0008918151,0.002632617],"study_design_scores_gemma":[0.000007657492,0.00001142232,0.00009500207,0.00007489888,0.00000608282,0.0001673237,0.0006653816,0.0006631979,0.0002263263,0.8961011,0.1019697,0.00001191348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03032154,0.01330727,0.3671754,0.01706039,0.002662163,0.000237928,0.001733067,0.001397281,0.5661051],"genre_scores_gemma":[0.691565,0.01020163,0.1631273,0.002610791,0.003112942,0.0008842897,0.004018132,0.001571884,0.1229079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02084051,"threshold_uncertainty_score":0.06971842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05882968293180024,"score_gpt":0.2774848919106523,"score_spread":0.2186552089788521,"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."}}