{"id":"W1539959748","doi":"","title":"Proceedings of CoNLL-2003, Edmonton, Canada","year":2003,"lang":"ca","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003734797,0.002527989,0.002267055,0.001445639,0.003365859,0.007338851,0.003522124,0.001791519,0.122647],"category_scores_gemma":[0.003203684,0.001056758,0.001188862,0.002274581,0.001700657,0.002918421,0.001850783,0.002640757,0.06430496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009511751,"about_ca_system_score_gemma":0.0154714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5053858,"about_ca_topic_score_gemma":0.6465671,"domain_scores_codex":[0.9982824,0.0002751043,0.00007594922,0.0003655254,0.0006771082,0.0003238484],"domain_scores_gemma":[0.9966261,0.0004622148,0.00005813811,0.0005110095,0.001779853,0.0005627549],"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":[0.0005872672,0.000393711,0.0009850627,0.0002679812,0.00007402273,0.0003575126,0.0003027651,0.002679581,0.005250804,0.005011719,0.8334864,0.1506032],"study_design_scores_gemma":[0.0002075447,0.0001459535,0.003128372,0.0002304497,0.0001517063,0.0003445473,0.0008976767,0.01678898,0.008006993,0.006183154,0.9638335,0.00008116468],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04061972,0.02312805,0.2976326,0.02577277,0.02042012,0.002727253,0.0364362,0.04870464,0.5045587],"genre_scores_gemma":[0.02630672,0.005431621,0.0481226,0.001417629,0.0005543662,0.0003159773,0.02867142,0.004670743,0.8845089],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4946142,"threshold_uncertainty_score":0.9950541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009445589851074403,"score_gpt":0.2265567037773208,"score_spread":0.2171111139262464,"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."}}