{"id":"W4237669612","doi":"10.5539/cis.v1n4p0","title":"Computer and Information Science, Vol. 1, No. 4, November 2008, all in one file","year":2008,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Bayesian Methods and Mixture Models","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Information retrieval","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001526359,0.0001924638,0.0002235638,0.001072991,0.0005551925,0.0009688376,0.0009862705,0.00006909125,0.00002934173],"category_scores_gemma":[0.0001296985,0.0001712165,0.00002756548,0.002045771,0.0009641296,0.05027016,0.000900878,0.0001956503,0.000126251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000688744,"about_ca_system_score_gemma":0.000349851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002880283,"about_ca_topic_score_gemma":0.000001219055,"domain_scores_codex":[0.9977361,0.00003252822,0.0005595207,0.000346962,0.0008097195,0.0005151862],"domain_scores_gemma":[0.9979795,0.00008277413,0.0001921075,0.0004440451,0.001015805,0.0002857766],"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":[0.00001552472,0.00009269609,0.001093783,0.00009327253,0.000007785896,0.000004411673,0.01510967,0.0005416012,0.0001848728,0.1308346,0.03331595,0.8187059],"study_design_scores_gemma":[0.000583478,0.0001217106,0.07835292,0.000043487,0.000001463583,0.00008557197,0.000007496299,0.8642213,0.0002076231,0.0006980666,0.05537919,0.0002976995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01178703,0.00002335691,0.9776765,0.0002363274,0.0009577332,0.0002588321,0.00001125424,0.00008663939,0.00896229],"genre_scores_gemma":[0.08555684,0.0001790713,0.907144,0.006877,0.0001707742,0.0000168086,0.00001591547,0.0000036426,0.00003595976],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8636797,"threshold_uncertainty_score":0.9630132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0248336822635977,"score_gpt":0.2556407914344621,"score_spread":0.2308071091708644,"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."}}