{"id":"W6907686451","doi":"10.25446/oxford.20255868","title":"Rutgers University, Newark and New Brunswick","year":2022,"lang":"en","type":"other","venue":"University of Oxford","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Syllabus; Higher education; Information professional; Information system; George (robot)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000869182,0.0002874667,0.0004462162,0.0009072808,0.0001710855,0.000008676213,0.000711625,0.0002504791,0.04227016],"category_scores_gemma":[0.00001020164,0.000434727,0.0001608129,0.0004915766,0.0003253606,0.0001088072,0.000770016,0.0003128136,0.0002680505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003281733,"about_ca_system_score_gemma":0.000829439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03258298,"about_ca_topic_score_gemma":0.0044823,"domain_scores_codex":[0.9987071,0.00009636707,0.00007607795,0.0004758193,0.0003491956,0.0002955084],"domain_scores_gemma":[0.9988666,0.00003791809,0.0003300105,0.0004626086,0.0000250435,0.0002778746],"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":[0.0001532702,0.00004261878,0.002614741,0.00006289036,0.0002493766,0.0002159426,0.0005165287,0.000007909899,0.00004208197,0.001112685,0.9939128,0.001069219],"study_design_scores_gemma":[0.001581195,0.00008489755,0.0003908767,0.00005466778,0.0002552852,0.000008888641,0.001546046,0.000008502673,0.000005277459,0.0000377479,0.9956423,0.0003842862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004224741,0.0003083468,0.0001067999,0.000165688,0.0001264234,0.0002686083,0.0002879655,0.0003542458,0.9979594],"genre_scores_gemma":[0.0003757752,0.0007756284,0.001966463,0.00002571319,0.00005309079,3.611184e-9,0.0001301438,0.000339504,0.9963337],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04200211,"threshold_uncertainty_score":0.9998105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381613937163928,"score_gpt":0.1877604038145487,"score_spread":0.1739442644429094,"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."}}