{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004704362,0.00004713191,0.00004816649,0.00002604389,0.0000145096,0.00002136777,0.00009363421,0.00002162651,0.006210532],"category_scores_gemma":[0.00001929627,0.00004106051,0.00001921787,0.00006387322,0.00001938638,0.00009992717,0.00002718533,0.00004194543,0.5765263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002181142,"about_ca_system_score_gemma":0.000006766355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002504146,"about_ca_topic_score_gemma":0.00001099156,"domain_scores_codex":[0.999603,0.00001270874,0.00005411682,0.00008291788,0.00009209121,0.0001551472],"domain_scores_gemma":[0.9996926,0.00001123371,0.00001682705,0.0001979083,0.00002478373,0.00005662269],"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":[0.000002518319,0.00004106581,0.002709676,0.000003470809,0.00001486632,0.000004455826,0.0002548327,0.00000262288,0.08197031,0.00149985,0.9100384,0.003457935],"study_design_scores_gemma":[0.0005261425,0.00004068654,0.1472842,0.000007485926,0.00001487757,0.00001152227,0.00005858944,0.0007144424,0.009392136,0.004384336,0.8373164,0.0002491719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8021224,0.00003969597,0.000005375475,0.0002557108,0.0000643846,0.0001052433,0.00000394857,0.0002243247,0.1971789],"genre_scores_gemma":[0.9860789,4.568981e-7,0.0003950043,0.0002818216,0.00007150872,0.00001608586,0.000005129466,0.0000331796,0.01311798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5703158,"threshold_uncertainty_score":0.9946979,"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."}}