{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007484991,0.00005955369,0.00008024625,0.00005145522,0.00007876151,0.0000276221,0.0002360019,0.00002162928,0.000003992026],"category_scores_gemma":[0.00005355751,0.0000505414,0.00001570912,0.0001129838,0.00005155758,0.0001328752,0.00002228157,0.00003970185,0.000004543648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001417768,"about_ca_system_score_gemma":0.0000273932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005321343,"about_ca_topic_score_gemma":4.799599e-7,"domain_scores_codex":[0.9993713,0.00008849844,0.000132606,0.0001590204,0.0001804419,0.00006816517],"domain_scores_gemma":[0.9993129,0.0001175459,0.0000729594,0.0003054685,0.0001652973,0.00002585315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008064017,0.00002310548,0.00000307282,0.000001621047,0.00000489168,4.753672e-8,0.0004016101,0.0005229645,0.0006781195,0.858925,0.00001297353,0.1394185],"study_design_scores_gemma":[0.0001717049,0.0000486729,0.0004515671,0.000005962359,0.000008536068,0.000001395111,0.00008603297,0.05007003,0.01103013,0.9379098,0.0001581967,0.00005798311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04019152,0.0002518954,0.9546509,0.0004038917,0.00002678632,0.0003018229,0.000001422452,0.0001538385,0.004017972],"genre_scores_gemma":[0.997834,0.00001392017,0.001874309,0.0001343828,0.00002109997,0.00006019792,0.000002594805,0.000001692402,0.0000577592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9576425,"threshold_uncertainty_score":0.2061019,"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."}}