{"id":"W7053267816","doi":"","title":"Text categorization for an online tendering system","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Categorization; Ranking (information retrieval); Training set; Order (exchange); Procurement; Prioritization","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002176173,0.00005189981,0.00005229329,0.0000246181,0.00004260534,0.00001810476,0.00005727036,0.0000294548,0.000001822892],"category_scores_gemma":[0.000008545804,0.00005447073,0.00001411815,0.0000620655,0.000004443088,0.00004843148,0.000004461599,0.00003031268,0.00001473907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005407478,"about_ca_system_score_gemma":0.000008520956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003864342,"about_ca_topic_score_gemma":0.0000204445,"domain_scores_codex":[0.9997092,0.000001162438,0.00008112647,0.00007246376,0.00003769292,0.00009833496],"domain_scores_gemma":[0.9998116,0.00001713621,0.000008854093,0.00009969851,0.00002126707,0.00004138473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001698917,0.00007314644,0.00002495107,0.0001530409,0.00001640024,0.000001109925,0.0001565611,0.5313297,0.176346,0.2809373,0.0004891251,0.01047097],"study_design_scores_gemma":[0.0007756937,0.00006044878,0.000812959,0.00006259371,0.00003048769,0.00001229519,0.0003247028,0.8707818,0.09869836,0.0183989,0.009729132,0.0003125958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6408946,0.00001052548,0.3507082,0.0001661232,0.0001681387,0.000289447,0.0001148891,0.0005108634,0.00713722],"genre_scores_gemma":[0.9809653,0.000007591015,0.01867345,0.0000111296,0.0001091306,0.00007240745,0.0001300619,0.0000189115,0.00001206674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3400706,"threshold_uncertainty_score":0.2221252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02526271451967417,"score_gpt":0.2295392729242384,"score_spread":0.2042765584045642,"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."}}