{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006317921,0.001047167,0.0009794412,0.001803057,0.00135978,0.006322301,0.001373351,0.001894024,0.8618091],"category_scores_gemma":[0.002417996,0.0004116267,0.0009429888,0.001174687,0.0005752986,0.002050146,0.002384054,0.002188648,0.8480761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008041128,"about_ca_system_score_gemma":0.002027258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161533,"about_ca_topic_score_gemma":0.002356751,"domain_scores_codex":[0.9995635,0.0000390622,0.00002211985,0.00007833491,0.0002197694,0.00007716465],"domain_scores_gemma":[0.9990944,0.0001131744,0.00003827453,0.0001459391,0.000320506,0.0002877412],"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":[0.00004666553,0.00004046954,0.00006432116,0.0001144999,0.000005503714,0.00003697706,0.00001037987,0.00003221883,0.0004498776,0.001281218,0.9314013,0.06651668],"study_design_scores_gemma":[0.00001037697,0.000008945667,0.0002584003,0.00004901352,0.000003663897,0.0000469596,0.00001336091,0.0000312804,0.0002406652,0.0006804831,0.9986523,0.000004544334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005351108,0.003001031,0.001058197,0.003362749,0.01975449,0.0001536145,0.00598336,0.002045312,0.9641062],"genre_scores_gemma":[0.0008685733,0.0006899061,0.0002442789,0.0006074483,0.001129367,0.00002783185,0.002080481,0.000408633,0.9939434],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1381909,"threshold_uncertainty_score":0,"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."}}