{"id":"W4417351008","doi":"10.23987/sts.163814","title":"Birch K (2023) Data Enclaves","year":2025,"lang":"","type":"article","venue":"Science & Technology Studies","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01960329,0.001863063,0.001369941,0.007949749,0.001559112,0.005144131,0.00282567,0.00208994,0.1899382],"category_scores_gemma":[0.1291493,0.002113935,0.001710191,0.007878276,0.002045489,0.005415813,0.005320506,0.00416207,0.1587037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001377048,"about_ca_system_score_gemma":0.006722655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01213869,"about_ca_topic_score_gemma":0.01288877,"domain_scores_codex":[0.9903327,0.002651037,0.001251053,0.0009775555,0.004040861,0.000746774],"domain_scores_gemma":[0.912244,0.02972624,0.003516448,0.02584504,0.02403595,0.004632325],"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":[0.0003004843,0.00001993384,0.000720803,0.0002595188,0.00003408492,0.00006065733,0.00008415359,0.0003543783,0.0008080259,0.006849532,0.8967516,0.09375687],"study_design_scores_gemma":[0.00008913264,0.00005416974,0.002253522,0.0003992587,0.00008716633,0.0001289449,0.000109392,0.001355884,0.004430703,0.02290156,0.968099,0.00009123957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.007229248,0.01067099,0.3480688,0.04810305,0.03441577,0.001341703,0.2416149,0.171504,0.1370515],"genre_scores_gemma":[0.04887744,0.005460633,0.3599682,0.007168936,0.005199196,0.002098997,0.2815823,0.1037274,0.1859169],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8100618,"threshold_uncertainty_score":0.6354064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07094157248111217,"score_gpt":0.4023023467194715,"score_spread":0.3313607742383593,"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."}}