{"id":"W4256566721","doi":"10.26522/ti.v2i1.762","title":"OMADHAUN*ALL","year":2013,"lang":"en","type":"article","venue":"ti<","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"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":["insufficient_payload"],"category_scores_codex":[0.0002071364,0.001226821,0.0006402191,0.001400408,0.001584967,0.003511539,0.001178168,0.001338636,0.8751936],"category_scores_gemma":[0.0009237709,0.0004047181,0.000702869,0.0008347741,0.0006497548,0.001606606,0.002746931,0.001674175,0.7476221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006539919,"about_ca_system_score_gemma":0.0007034162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0019847,"about_ca_topic_score_gemma":0.003902183,"domain_scores_codex":[0.999761,0.00001959232,0.000006783076,0.00005302706,0.0001039889,0.00005554815],"domain_scores_gemma":[0.9997013,0.00003704306,0.0000135821,0.00006706799,0.00007916474,0.0001018435],"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":[0.0001370722,0.00006406986,0.0003225138,0.0002105438,0.000009531449,0.0002918947,0.0001064611,0.0001185091,0.002376409,0.008431762,0.5512623,0.4366688],"study_design_scores_gemma":[0.000007842784,0.000007185648,0.0002056941,0.00003951149,0.000002707913,0.0002720192,0.00004402797,0.00007374211,0.0008838667,0.001147219,0.9973114,0.00000493345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008938794,0.0006431533,0.002783421,0.001194569,0.001500722,0.00005037998,0.001369215,0.003134528,0.9884301],"genre_scores_gemma":[0.003914631,0.0004317755,0.001575574,0.0004266028,0.0002113273,0.00002703154,0.001060467,0.001274403,0.9910781],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1248064,"threshold_uncertainty_score":0.1780211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02197136574133448,"score_gpt":0.2452095344218562,"score_spread":0.2232381686805217,"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."}}