{"id":"W7074201359","doi":"","title":"Analysis and Insights from the PARSEME Shared Task dataset","year":2018,"lang":"en","type":"other","venue":"Arrow@dit (Dublin Institute of Technology)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"European Regional Development Fund; Deutsche Forschungsgemeinschaft; Science Foundation Ireland","keywords":"Task (project management); Set (abstract data type); Identification (biology); Contrast (vision); Test (biology); Range (aeronautics); Cover (algebra); Baseline (sea)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009763665,0.0003824838,0.0008913097,0.001101689,0.00009593827,0.00003167536,0.000727448,0.0009937832,0.0007523305],"category_scores_gemma":[0.001017908,0.0002633105,0.0001420707,0.00141075,0.001351509,0.00009785972,0.0004968782,0.0004687017,0.0002082193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000274733,"about_ca_system_score_gemma":0.0001145976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002140015,"about_ca_topic_score_gemma":0.003440277,"domain_scores_codex":[0.9982769,0.00002248307,0.0004300908,0.0006633946,0.000330775,0.0002762826],"domain_scores_gemma":[0.9975079,0.0001020901,0.0004198138,0.00176096,0.00008544361,0.0001238486],"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":[0.00005176011,0.0001042191,0.006899913,0.00005250742,0.002444288,0.0001258087,0.00002910697,0.0000010057,0.0001557765,0.001549249,0.9855443,0.003042017],"study_design_scores_gemma":[0.001021195,0.0001487601,0.002310264,0.0006179194,0.002871898,0.00001451075,0.00004605275,0.00009271955,0.0004654488,0.0007343768,0.9913923,0.0002845234],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2147079,0.08531451,0.007767383,0.03682312,0.008557184,0.007909427,0.1641949,0.007574568,0.467151],"genre_scores_gemma":[0.6087173,0.01018972,0.0791001,0.004276634,0.004087161,0.0004277581,0.1844604,0.001325864,0.107415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3940093,"threshold_uncertainty_score":0.9999819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172386498433492,"score_gpt":0.2608378641005028,"score_spread":0.2435992142571536,"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."}}