{"id":"W4205752449","doi":"10.1515/humaff-2020-0043","title":"Living data","year":2019,"lang":"en","type":"article","venue":"Human Affairs","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Pace; sort; Software deployment; Epistemology; Set (abstract data type); Object (grammar); Sociology; Computer science; Philosophy; Geography; Artificial intelligence; Software engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.004686377,0.0007669005,0.0009049325,0.004351144,0.001742527,0.005999701,0.002730303,0.001575531,0.1754626],"category_scores_gemma":[0.03179058,0.0004499652,0.0009647567,0.006198051,0.001247984,0.008475841,0.006302978,0.002482859,0.1211011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00175763,"about_ca_system_score_gemma":0.003257881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00612093,"about_ca_topic_score_gemma":0.00375864,"domain_scores_codex":[0.9923446,0.001454449,0.0009154062,0.00200468,0.002875007,0.0004059943],"domain_scores_gemma":[0.9818743,0.003995257,0.000905934,0.008142945,0.004146501,0.0009351198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002520681,0.00006832108,0.003858846,0.000655205,0.00007257644,0.0001991154,0.000550094,0.0008784841,0.001028497,0.07432402,0.8060564,0.1120564],"study_design_scores_gemma":[0.00001948957,0.00001680409,0.001082464,0.0001659819,0.00001377283,0.0001103001,0.0002587052,0.0008592632,0.001187912,0.02517298,0.9710787,0.00003361056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.006782174,0.001634388,0.09320422,0.01585838,0.003078172,0.001073553,0.583542,0.02653096,0.2682962],"genre_scores_gemma":[0.07590425,0.00217715,0.06566784,0.007992757,0.0008838443,0.001473673,0.6962776,0.007048634,0.1425742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1754626,"threshold_uncertainty_score":0.5869809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07196569011213214,"score_gpt":0.3828597637192242,"score_spread":0.3108940736070921,"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."}}