{"id":"W4315433003","doi":"10.16995/dscn.8084","title":"Title Pending 8084","year":2023,"lang":"fr","type":"article","venue":"Digital Studies / Le champ numérique","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"NoSQL; Computer science; JavaScript; Agile software development; World Wide Web; Set (abstract data type); Citation; Software engineering; Database; Programming language; Scalability","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002124208,0.0001953404,0.000225212,0.0001056968,0.0001760908,0.0003657194,0.0004667854,0.000104394,0.00005823281],"category_scores_gemma":[0.0002912032,0.0001869329,0.00009606492,0.0006842037,0.0001617069,0.000755052,0.0008060386,0.0002210934,0.002391529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009652191,"about_ca_system_score_gemma":0.00007801055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002422617,"about_ca_topic_score_gemma":0.000009022187,"domain_scores_codex":[0.9987985,0.00002759227,0.0001946296,0.000363502,0.000206612,0.0004091222],"domain_scores_gemma":[0.9993085,0.0001271205,0.00007599704,0.0002884208,0.0001327906,0.000067179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004853918,0.00008795576,0.0001186835,0.000461776,0.0001748923,0.00061152,0.09904471,0.000005151498,0.0002119446,0.03732719,0.5271183,0.3348331],"study_design_scores_gemma":[0.0001896483,0.00009588247,0.00003093396,0.0006022603,3.035713e-7,0.00009421528,0.03166557,0.001889202,0.00511308,0.2305032,0.7291386,0.0006771138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01045626,0.2584158,0.09349446,0.04117119,0.009640573,0.0006909143,0.0001502343,0.006049219,0.5799314],"genre_scores_gemma":[0.8422403,0.002016349,0.001955736,0.0003078042,0.0006425082,0.00003649352,0.00002220716,0.00004998666,0.1527286],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.831784,"threshold_uncertainty_score":0.9983853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05747828914191096,"score_gpt":0.3198880235993798,"score_spread":0.2624097344574688,"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."}}