{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006332141,0.000829618,0.0005881568,0.0008162864,0.002521219,0.005286657,0.0008554922,0.002350111,0.702661],"category_scores_gemma":[0.00250141,0.0003658967,0.0005484823,0.0008025389,0.0004224245,0.001463894,0.002018871,0.002546186,0.695284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001288076,"about_ca_system_score_gemma":0.001795645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0298018,"about_ca_topic_score_gemma":0.112786,"domain_scores_codex":[0.9995528,0.00002980837,0.00001615451,0.00006079157,0.0001973232,0.0001430101],"domain_scores_gemma":[0.9991286,0.00004134211,0.0000261718,0.00005079442,0.0003965049,0.0003564965],"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":[0.00003075496,0.00001163713,0.00008818432,0.00002399258,8.739991e-7,0.00002256278,0.00001039207,0.00001170604,0.00005451261,0.000348912,0.9898469,0.00954966],"study_design_scores_gemma":[0.000009416319,0.00001249082,0.0009931852,0.00004246622,0.000001036598,0.0000113828,0.00004448507,0.00002033925,0.00003421593,0.0001568622,0.99867,0.000004061891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006303894,0.0006268971,0.0002418433,0.002969129,0.009273767,0.0001895348,0.009898221,0.001086656,0.9750836],"genre_scores_gemma":[0.0006415701,0.0001313613,0.00004306561,0.0006122332,0.000232926,0.00002847932,0.001429441,0.0001551098,0.9967258],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.297339,"threshold_uncertainty_score":0.4241179,"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."}}