{"id":"W4241647639","doi":"10.25071/1923-9408.25513","title":"from Tryst","year":2003,"lang":"en","type":"article","venue":"Tessera","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":[0.0000844638,0.00007331852,0.00008334653,0.00002525052,0.00003498016,0.00003357427,0.00009176641,0.00003245801,0.003769709],"category_scores_gemma":[0.0001052452,0.00006982782,0.00002421744,0.0001525911,0.00001820174,0.00007708419,0.00000827727,0.00006877784,0.03227552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002808749,"about_ca_system_score_gemma":0.00002405754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001976523,"about_ca_topic_score_gemma":0.00002191767,"domain_scores_codex":[0.9994608,0.00004240381,0.00008041308,0.0001453141,0.0001120104,0.0001590481],"domain_scores_gemma":[0.9995701,0.00004560777,0.00002569863,0.0002790199,0.00002405764,0.00005556864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003776394,0.0003862671,0.05167681,0.000009794124,0.00008645604,0.00008892618,0.002018148,0.00004170364,0.6295436,0.03650574,0.2778588,0.001745977],"study_design_scores_gemma":[0.001287731,0.00002955349,0.03756504,0.00002198557,0.00003489797,0.000008741861,0.0002907469,0.00009520211,0.1104321,0.02316038,0.826658,0.0004156251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9189513,0.00025278,0.0000290052,0.00005134225,0.000132686,0.00005458722,0.00003971368,0.0002481704,0.08024044],"genre_scores_gemma":[0.9972975,7.652889e-7,0.001428037,0.0001389911,0.00008750251,0.000006740677,0.00001462255,0.0000442293,0.0009816451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5487992,"threshold_uncertainty_score":0.997141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683088037338821,"score_gpt":0.2534348503518588,"score_spread":0.2366039699784706,"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."}}