{"id":"W7099458630","doi":"","title":"Submitted by:","year":2002,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008403647,0.0006587207,0.0008679963,0.0008093879,0.001799502,0.004091585,0.0009781506,0.003002345,0.7149785],"category_scores_gemma":[0.005798669,0.0002976981,0.0004666065,0.0005232263,0.0008417535,0.00107525,0.001127939,0.00177768,0.3746776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002272847,"about_ca_system_score_gemma":0.002018415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01785656,"about_ca_topic_score_gemma":0.06068178,"domain_scores_codex":[0.9994088,0.00004213926,0.00004189027,0.0001670767,0.0002177403,0.0001222765],"domain_scores_gemma":[0.9961553,0.0004503624,0.00006568134,0.0001759404,0.002362689,0.0007899863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002217938,0.00002969596,0.0004142837,0.0001387159,0.00000999332,0.0001543001,0.00009277293,0.0001026943,0.0005850772,0.001284099,0.9745832,0.02238333],"study_design_scores_gemma":[0.00002427258,0.00003579448,0.001271226,0.000086006,0.000006837833,0.00004825673,0.0001695154,0.0001391106,0.0002778321,0.0003264998,0.9976083,0.000006405418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01047883,0.004257747,0.001589911,0.05937034,0.05531946,0.001019399,0.01202608,0.001368461,0.8545697],"genre_scores_gemma":[0.004751263,0.000431192,0.0002055348,0.0009293522,0.0007592551,0.00002251741,0.0007289468,0.0001378462,0.992034],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2850215,"threshold_uncertainty_score":0.4065486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02729745661521696,"score_gpt":0.2059746319717182,"score_spread":0.1786771753565013,"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."}}