{"id":"W6984025228","doi":"","title":"April 28th, 2023","year":2023,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":["insufficient_payload"],"category_scores_codex":[0.0007831947,0.0002338546,0.0003113848,0.00009816437,0.0002127572,0.0001230613,0.0004767569,0.0004910936,0.7093245],"category_scores_gemma":[0.001207809,0.0002572728,0.0001291397,0.0000258914,0.0002801748,4.119669e-7,0.00006347703,0.0003556728,0.1647193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001012439,"about_ca_system_score_gemma":0.0001684837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0777121,"about_ca_topic_score_gemma":0.03670745,"domain_scores_codex":[0.9979336,0.0002702885,0.0004815644,0.0002067894,0.0007405996,0.0003672196],"domain_scores_gemma":[0.9980189,0.0004861804,0.0008145892,0.0003314913,0.0001817767,0.0001671134],"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":[0.00001109238,0.00002589969,0.000009994998,0.0001090456,0.00004740479,0.000005670227,0.002424166,0.0000462179,1.858067e-8,0.0002257581,0.9953565,0.001738202],"study_design_scores_gemma":[0.0001457514,0.00002960677,0.00002219528,0.000155482,0.0000388431,0.000003234787,0.001385705,7.862996e-7,4.024004e-7,0.000009845683,0.9979444,0.0002637895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001237582,0.000199143,1.004726e-7,0.00162846,0.001475527,0.0003503682,0.00004670824,0.0008414537,0.9954458],"genre_scores_gemma":[0.000138412,0.0008168679,0.0004634791,0.000215827,0.0006763691,0.00002378029,0.00004576921,0.0002360234,0.9973835],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5446053,"threshold_uncertainty_score":0.999988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265305391399905,"score_gpt":0.2566281383660178,"score_spread":0.2439750844520188,"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."}}