{"id":"W6967583986","doi":"10.5281/zenodo.11745412","title":"delta toefl book pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test of English as a Foreign Language; Test (biology); Variety (cybernetics); Key (lock); Test preparation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000170541,0.0002074493,0.0002378642,0.0003241417,0.0003172824,0.0003659414,0.0004250783,0.000121493,0.4570272],"category_scores_gemma":[0.00008378857,0.0001958149,0.0001107294,0.0002865044,0.00009810019,0.00005930935,0.000889197,0.0004567958,0.2378716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001560108,"about_ca_system_score_gemma":0.00000520409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007709624,"about_ca_topic_score_gemma":6.731824e-7,"domain_scores_codex":[0.9985889,0.00009029224,0.0001883599,0.0004487145,0.0003811816,0.0003025446],"domain_scores_gemma":[0.9990335,0.000005647692,0.00006844317,0.0005565154,0.0001124038,0.0002235604],"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":[0.00004509048,0.00008492659,2.405154e-7,0.0003448082,0.0001367667,0.0002244145,0.0001030232,1.707284e-7,0.000212626,0.0006737114,0.9823582,0.01581608],"study_design_scores_gemma":[0.0004272994,0.0002764028,0.000007735847,0.0003368146,0.0001159881,0.0004248741,0.00005664368,0.00001729975,0.00004315541,0.00003272262,0.998073,0.00018802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000183985,0.003144192,0.0001485962,0.0025183,0.0002128786,0.0004963718,0.000365653,0.001233985,0.9918616],"genre_scores_gemma":[0.0005434243,0.0006261327,0.0001174356,0.002015272,0.0008431889,4.264735e-8,0.004401678,0.01079743,0.9806554],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2191556,"threshold_uncertainty_score":0.79851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02673290546906942,"score_gpt":0.2630185305190685,"score_spread":0.2362856250499991,"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."}}