{"id":"W7127589523","doi":"10.5040/9798216449676.0009","title":"About the Author","year":2024,"lang":"","type":"other","venue":"Teaching and Learning","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01122379,0.0009714117,0.0007538247,0.0005419888,0.003019011,0.001664541,0.000545259,0.0006462505,0.005823059],"category_scores_gemma":[0.00364866,0.000665075,0.0003065082,0.0002829081,0.0004749562,0.00009771306,0.0005102834,0.0250732,0.08369905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354527,"about_ca_system_score_gemma":0.0001438973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007066049,"about_ca_topic_score_gemma":0.00002039455,"domain_scores_codex":[0.9898246,0.006638047,0.0005712716,0.001327189,0.0006542934,0.0009846184],"domain_scores_gemma":[0.9975638,0.0008557995,0.0005301842,0.0006801373,0.00002319342,0.0003468333],"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":[0.00005772426,0.0000630359,0.0004789441,0.001074801,0.00110943,0.0001139987,0.1662544,0.0003739093,0.0003572737,0.009854498,0.4604358,0.3598263],"study_design_scores_gemma":[0.0002330754,0.0001370475,0.0001145073,0.004478623,0.0005795327,0.0001257474,0.01284259,0.006312029,5.751631e-7,0.0002016341,0.9741684,0.0008062551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005802168,0.09135334,0.0002078781,0.0009157988,0.001455973,0.0004368918,0.00001480349,0.001337589,0.8984755],"genre_scores_gemma":[0.1541221,0.0001679231,0.0004780724,0.0001575798,0.002398196,0.00002332289,0.00002217786,0.002569248,0.8400614],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5137326,"threshold_uncertainty_score":0.99958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02432687956057655,"score_gpt":0.3125619270119358,"score_spread":0.2882350474513592,"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."}}