{"id":"W4409597719","doi":"10.63485/pwntc-em572","title":"More on OA textbooks","year":2006,"lang":"en","type":"preprint","venue":"","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Business; Computer science","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":[0.0001164106,0.0002112877,0.0002113119,0.0001513739,0.00005331799,0.00004889493,0.0002261913,0.0003943626,0.3321438],"category_scores_gemma":[0.00001156212,0.0001865203,0.000145603,0.00003139347,0.00003507485,0.000008550222,0.0001254544,0.0008454843,0.00558515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003195397,"about_ca_system_score_gemma":0.00001641072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007881482,"about_ca_topic_score_gemma":0.00001038773,"domain_scores_codex":[0.9988507,0.00009529161,0.000207033,0.0004783055,0.0001340221,0.0002346501],"domain_scores_gemma":[0.9990773,0.00006634953,0.0001011817,0.0006719431,0.00002639717,0.00005687517],"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":[0.0001086559,0.0003573596,0.0006764018,0.00006542136,0.0002653762,0.0008525748,0.008186655,0.0005294548,0.00005117587,0.05847209,0.8084476,0.1219873],"study_design_scores_gemma":[0.002916573,0.0003506284,0.1847035,0.0002850227,0.0001550391,0.0001469418,0.007687823,0.0003863886,0.0003746439,0.005046342,0.7954579,0.002489229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08392455,0.0009796917,0.0007265691,0.0004880205,0.001267027,0.000175489,0.00001448422,0.0003090527,0.9121151],"genre_scores_gemma":[0.579722,6.674185e-7,0.0006348672,0.04431738,0.001237885,0.00008103222,0.0003626318,0.00006637502,0.3735771],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.538538,"threshold_uncertainty_score":0.9951891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02578114310800958,"score_gpt":0.345138483940232,"score_spread":0.3193573408322224,"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."}}