{"id":"W2396290338","doi":"","title":"On alternative automated content evaluation measures.","year":2009,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dependency (UML); Computer science; Generative grammar; Sentence; Natural language processing; Formalism (music); Metric (unit); Artificial intelligence; Generative model; Task (project management); Recall; Information retrieval; Machine learning; Data mining","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":[0.04208739,0.001982828,0.001519357,0.01171118,0.001407295,0.0056118,0.002348364,0.002757451,0.005080958],"category_scores_gemma":[0.1564004,0.0004665389,0.0009969377,0.006757386,0.001303957,0.007518654,0.002914449,0.001646594,0.002251138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00216169,"about_ca_system_score_gemma":0.001192922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001832053,"about_ca_topic_score_gemma":0.002505043,"domain_scores_codex":[0.9063796,0.05784371,0.007101253,0.005952044,0.02129032,0.001432992],"domain_scores_gemma":[0.7605972,0.1635219,0.01655226,0.01889006,0.03802818,0.002410362],"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":[0.005337456,0.00185458,0.05411418,0.00288311,0.001451707,0.0002145153,0.002290093,0.03750362,0.02298821,0.02749525,0.02451627,0.819351],"study_design_scores_gemma":[0.001000246,0.009652399,0.1351543,0.0008695282,0.001117688,0.0009159339,0.003797378,0.6654668,0.07129948,0.05073664,0.05912091,0.0008687184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.30687,0.007511687,0.6105404,0.001361881,0.000942879,0.004080613,0.008237708,0.01088689,0.04956799],"genre_scores_gemma":[0.7602677,0.0004602024,0.223597,0.0003510162,0.0004576316,0.002319282,0.007429185,0.0006529184,0.00446499],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04208739,"threshold_uncertainty_score":0.222582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04496584988138627,"score_gpt":0.3015306740907009,"score_spread":0.2565648242093146,"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."}}