{"id":"W2403930574","doi":"","title":"Intelius-NYU TAC-KBP2012 Cold Start System","year":2012,"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":"Task (project management); Computer science; Focus (optics); Cold war; Adaptation (eye); Cold start (automotive); Voting; Start up; Engineering; Politics","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":[0.0006862804,0.00007896862,0.0001202269,0.00004882776,0.0001179128,0.00003288358,0.0003619432,0.00003723181,0.000006893264],"category_scores_gemma":[0.00001261767,0.00006981629,0.00002244874,0.0001511938,0.0001036219,0.0004025685,0.000143841,0.00005769031,0.00002405646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001392014,"about_ca_system_score_gemma":0.0000208408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001013358,"about_ca_topic_score_gemma":6.655217e-7,"domain_scores_codex":[0.9993618,0.00006088022,0.0001816585,0.0001391759,0.00009549913,0.0001609997],"domain_scores_gemma":[0.9991322,0.0001546052,0.00007868537,0.0005008445,0.00006119957,0.00007250786],"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":[0.00000324814,0.00002073783,0.0002027431,0.00004554499,0.000007189535,4.447725e-8,0.0007873466,0.000007594597,0.0005471552,0.9890532,0.00004136109,0.009283765],"study_design_scores_gemma":[0.0006618027,0.0001037113,0.001472548,0.00009082224,0.0001039625,0.00007031418,0.008867967,0.004233996,0.1105924,0.7084488,0.1644533,0.0009003131],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01854758,0.00136399,0.9740071,0.0001002848,0.0000821914,0.0001962339,0.000003480539,0.0001160077,0.005583161],"genre_scores_gemma":[0.9930606,0.00001629302,0.006284554,0.0000421002,0.0001074804,0.000115897,0.000001595805,0.000004946669,0.0003664968],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9745131,"threshold_uncertainty_score":0.2847026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361181840870527,"score_gpt":0.2389731307251368,"score_spread":0.2253613123164315,"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."}}