{"id":"W4214565951","doi":"10.26522/ti.v2i1.725","title":"Untitled 4","year":2013,"lang":"en","type":"article","venue":"ti<","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","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":[0.00002553392,0.00002413513,0.00002767811,0.00001640665,0.00001072363,0.00001244533,0.00004632785,0.00001097829,0.0567887],"category_scores_gemma":[0.00001234172,0.00002033123,0.00001009736,0.00005455065,0.00001121027,0.00004424968,0.00001263578,0.00002157809,0.8039817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001079414,"about_ca_system_score_gemma":0.000004507026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001669191,"about_ca_topic_score_gemma":0.000007690963,"domain_scores_codex":[0.9997929,0.000006089723,0.00002948814,0.00004391999,0.00005112307,0.00007650915],"domain_scores_gemma":[0.9998351,0.000005282276,0.000008633795,0.0001105412,0.00001593526,0.00002451283],"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":[0.000001302275,0.00001922421,0.00367987,0.000001991655,0.000005261624,0.000001291881,0.00006528439,0.000001302906,0.06312744,0.002067093,0.9295091,0.001520863],"study_design_scores_gemma":[0.00063341,0.00002930651,0.1860977,0.000009033418,0.00001133582,0.000005425619,0.00004363983,0.0009699033,0.01638173,0.00648591,0.7890934,0.0002392016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6837808,0.00001818081,0.000005151987,0.00008628787,0.00003580124,0.00006181917,0.000001820811,0.0001246733,0.3158855],"genre_scores_gemma":[0.9795808,1.826585e-7,0.0002350419,0.00007761401,0.00004221292,0.000007586807,0.00000232771,0.00001645234,0.02003784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.747193,"threshold_uncertainty_score":0.9440735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007792428395495073,"score_gpt":0.2067449165250967,"score_spread":0.1989524881296017,"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."}}