{"id":"W2805479698","doi":"","title":"HLTCOE Participation in TAC KBP 2017: Cold Start and EDL Pilot.","year":2017,"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; Aeronautics; Engineering","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":[0.01659854,0.0007162504,0.0007454118,0.001399582,0.002319814,0.003069542,0.002018626,0.001690648,0.0232013],"category_scores_gemma":[0.07402156,0.000508734,0.0004683176,0.001334353,0.000945733,0.005616834,0.005229705,0.003239181,0.0105322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001548815,"about_ca_system_score_gemma":0.005149947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02070089,"about_ca_topic_score_gemma":0.03355832,"domain_scores_codex":[0.9875098,0.006808679,0.0006353938,0.001138143,0.002938723,0.0009691564],"domain_scores_gemma":[0.9182078,0.04570004,0.0009107219,0.009615849,0.01927147,0.006294199],"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":[0.005863193,0.004401803,0.01179383,0.002175413,0.0001322339,0.001244736,0.0385871,0.00419315,0.01500794,0.004765563,0.61887,0.2929651],"study_design_scores_gemma":[0.002274035,0.002591193,0.02151362,0.000894646,0.0002023438,0.0004390068,0.03287463,0.04504442,0.02604716,0.009806321,0.8578734,0.0004392958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6012043,0.001137538,0.1119779,0.01322837,0.004491144,0.007346865,0.06185928,0.07854726,0.1202074],"genre_scores_gemma":[0.7219363,0.0003514205,0.08431195,0.002235388,0.0006583018,0.006855862,0.1053589,0.00888017,0.06941171],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0232013,"threshold_uncertainty_score":0.0877825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03026123412266752,"score_gpt":0.3012039531784723,"score_spread":0.2709427190558047,"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."}}