{"id":"W4239205680","doi":"10.29173/eureka16995","title":"Full Issue","year":2012,"lang":"en","type":"article","venue":"Eureka","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002029942,0.00006592813,0.00006096099,0.00003394147,0.00003055354,0.00001052962,0.00009428881,0.00002779269,0.003596038],"category_scores_gemma":[0.00005270577,0.00005977917,0.00002612035,0.0001242888,0.00001992766,0.0001562627,0.00003318561,0.00007239592,0.3069474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002251728,"about_ca_system_score_gemma":0.000005885886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007626072,"about_ca_topic_score_gemma":0.000003823824,"domain_scores_codex":[0.9994039,0.00003517494,0.00006458008,0.00007477437,0.0001326122,0.0002889839],"domain_scores_gemma":[0.9996135,0.00001524315,0.00002386586,0.0002170707,0.00001678744,0.0001135492],"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":[0.00002894646,0.0001104593,0.01939395,0.000006400101,0.00001424672,0.000003636085,0.001113686,0.000002176394,0.04853099,0.001746504,0.9274123,0.001636747],"study_design_scores_gemma":[0.0001191054,0.00001729971,0.01769957,0.000002604569,0.000007468082,0.00001086519,0.00003028962,0.000007619755,0.005312109,0.00004565015,0.9766614,0.0000859864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5975992,0.002124266,0.00007090145,0.0006064508,0.001292424,0.0001564739,0.00002806792,0.0005511185,0.3975711],"genre_scores_gemma":[0.9877,0.000001538515,0.00061774,0.0002488983,0.001189977,0.000004582043,0.000005818856,0.00005208645,0.01017932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3901008,"threshold_uncertainty_score":0.9973148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02084820955776297,"score_gpt":0.2778638361518396,"score_spread":0.2570156265940767,"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."}}