{"id":"W4401128245","doi":"10.5771/9781475869231-211","title":"References","year":2024,"lang":"en","type":"book-chapter","venue":"Teaching and Learning","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004236402,0.0008822326,0.0007696016,0.005637245,0.00185517,0.002667058,0.001490572,0.001186119,0.553437],"category_scores_gemma":[0.002624672,0.0003598749,0.0005404837,0.005988656,0.0004724471,0.002230881,0.001528301,0.001511405,0.5146473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001748863,"about_ca_system_score_gemma":0.002024833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01741873,"about_ca_topic_score_gemma":0.03560266,"domain_scores_codex":[0.9993867,0.00006089954,0.00001854315,0.00006062412,0.0004256922,0.00004757471],"domain_scores_gemma":[0.9990581,0.0001723283,0.00002536718,0.00008872154,0.0005766038,0.00007895559],"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":[0.000006085406,0.00002591037,0.0000385582,0.0000948231,0.000001064202,0.00002492916,0.00003925388,0.00007342471,0.00008351917,0.005392393,0.924526,0.06969406],"study_design_scores_gemma":[8.521321e-7,0.000001760465,0.00006005301,0.00007889883,9.350838e-7,0.00002109678,0.00002735816,0.0000158876,0.00004681927,0.001218531,0.9985256,0.000002207994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001615641,0.004206645,0.00127354,0.001417786,0.002795069,0.0001016854,0.00184081,0.0003662321,0.9878367],"genre_scores_gemma":[0.0003484236,0.00175912,0.0006260892,0.0003949776,0.00022909,0.00002531916,0.001295779,0.0001636334,0.9951575],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.446563,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03568913860998434,"score_gpt":0.2797653298949078,"score_spread":0.2440761912849235,"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."}}