{"id":"W7034410190","doi":"","title":"Text classification using labels derived from structured knowledge representations","year":2012,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Financial Crisis of the 21st Century","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Classifier (UML); Digital humanities; Context (archaeology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001004467,0.001032478,0.0005572421,0.005995411,0.0007370039,0.003213183,0.001150881,0.001613339,0.005414624],"category_scores_gemma":[0.008790411,0.0002854921,0.0009571069,0.003022308,0.0005261636,0.003581482,0.001302695,0.001468841,0.00471849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001516266,"about_ca_system_score_gemma":0.001775956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004775925,"about_ca_topic_score_gemma":0.007717566,"domain_scores_codex":[0.9985312,0.000286009,0.0001212452,0.0004153523,0.00050355,0.0001425933],"domain_scores_gemma":[0.9955746,0.001874717,0.00050559,0.0005161774,0.001366474,0.0001624083],"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":[0.0006110767,0.0004167654,0.005509186,0.0004115361,0.0001118239,0.0002376826,0.000602954,0.01880102,0.01687861,0.00849007,0.01881974,0.9291095],"study_design_scores_gemma":[0.0001543945,0.0004670319,0.006818891,0.0004248264,0.000204925,0.000253627,0.001659381,0.8682098,0.03742862,0.04352615,0.04074077,0.0001115657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1802227,0.002219566,0.7505467,0.002630735,0.001299783,0.0008583875,0.009090748,0.02167679,0.03145462],"genre_scores_gemma":[0.5529186,0.0007508522,0.4042685,0.0004334167,0.0004729396,0.0006300941,0.02027197,0.000496731,0.01975705],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005995411,"threshold_uncertainty_score":0.01811373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05722136670933185,"score_gpt":0.2729014958878014,"score_spread":0.2156801291784695,"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."}}