{"id":"W2972020188","doi":"10.17613/a9ejz-vbz07","title":"REED London Online: A Year in the Making","year":2019,"lang":"en","type":"article","venue":"Humanities Commons CORE (Modern Language Association / Columbia University)","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002239175,0.0001101835,0.0001754306,0.0002030202,0.0002195418,0.0004637802,0.001432375,0.00009856301,0.000167544],"category_scores_gemma":[0.00001974787,0.0001337332,0.00008101471,0.0005683548,0.00002004741,0.001020366,0.0003145481,0.0002907046,0.00005378888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366729,"about_ca_system_score_gemma":0.00006609211,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001380366,"about_ca_topic_score_gemma":0.04554843,"domain_scores_codex":[0.9987382,0.0002259034,0.0001463781,0.0002623127,0.0003457586,0.0002814559],"domain_scores_gemma":[0.9989564,0.000250392,0.00019474,0.0005181253,0.00006076642,0.00001953078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005204141,0.0005691051,0.6693032,0.0001071663,0.0001519304,0.000591754,0.1097826,0.0001754939,0.0003318706,0.203597,0.01061247,0.004725398],"study_design_scores_gemma":[0.003998404,0.0003342862,0.6725213,0.0002480635,0.00007284573,0.0000183953,0.08120669,0.0287129,0.00001777384,0.004525097,0.2071235,0.001220762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9247194,0.00006283634,0.0003185579,0.0005264316,0.0001733754,0.0002744942,0.00003707485,0.0001828287,0.07370498],"genre_scores_gemma":[0.9768033,0.000005615912,0.0004094007,0.001190535,0.00005696615,9.989349e-7,0.00004965341,0.00001033486,0.02147322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1990719,"threshold_uncertainty_score":0.9718678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620818644394762,"score_gpt":0.2002791504089396,"score_spread":0.184070963964992,"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."}}