{"id":"W2805757823","doi":"","title":"JHU/APL CONSENSE: The Confidence-Based System Ensembler.","year":2015,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.003085704,0.001251155,0.0014631,0.001901972,0.0008189626,0.001758852,0.002393552,0.001420139,0.01179636],"category_scores_gemma":[0.01551561,0.0005795126,0.0007256859,0.001634691,0.0004174845,0.003290326,0.003358827,0.002306817,0.008240406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004991507,"about_ca_system_score_gemma":0.001269014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003393121,"about_ca_topic_score_gemma":0.004687042,"domain_scores_codex":[0.9976019,0.0006738967,0.000103121,0.0005050761,0.0009926303,0.0001233012],"domain_scores_gemma":[0.9961132,0.0010561,0.0001510216,0.00133707,0.001163905,0.0001786753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005571021,0.0002179531,0.002261792,0.0004422254,0.0003899915,0.0001839298,0.000194666,0.04506762,0.01045203,0.01458536,0.1412608,0.7843865],"study_design_scores_gemma":[0.00007230025,0.0001373027,0.001055074,0.00004376391,0.0001006199,0.0002427018,0.00004540137,0.9222878,0.01602353,0.02079763,0.03912968,0.00006424694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007541921,0.0009364702,0.9266001,0.0004817107,0.0004519896,0.000213187,0.003568721,0.05347734,0.00672853],"genre_scores_gemma":[0.2116373,0.0006610854,0.7501421,0.0005147767,0.0005283901,0.0005425663,0.01601816,0.004478249,0.0154773],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01179636,"threshold_uncertainty_score":0.03946275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02557164987852932,"score_gpt":0.2540874549794681,"score_spread":0.2285158051009388,"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."}}