{"id":"W7116578605","doi":"10.14288/cl.vi261.199910","title":"Teaching and Learning with Y-Dang Troeung","year":2024,"lang":"en","type":"article","venue":"Open Collections","topic":"Hong Kong and Taiwan Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001309715,0.000320389,0.0001956447,0.0005105038,0.008628701,0.003742941,0.0004554056,0.000582002,0.02059243],"category_scores_gemma":[0.001367304,0.0002391155,0.0003439101,0.000943894,0.002976409,0.002350008,0.003579274,0.001347882,0.001447093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003722038,"about_ca_system_score_gemma":0.008475716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04377181,"about_ca_topic_score_gemma":0.131833,"domain_scores_codex":[0.9994494,0.0002006463,0.0000185183,0.00005902732,0.00007064995,0.0002017638],"domain_scores_gemma":[0.9987323,0.0001850804,0.00007934403,0.0001020768,0.0001253581,0.0007759718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002456754,0.0006899819,0.06851166,0.0004112021,0.00005826216,0.002077762,0.1844643,0.001696389,0.00376504,0.2521251,0.1785608,0.3073939],"study_design_scores_gemma":[0.00003995697,0.0002000791,0.04441861,0.0002506827,0.0000509218,0.0002982771,0.140069,0.002052812,0.001853542,0.02696214,0.7837393,0.00006470632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4260595,0.001842913,0.005693195,0.01602008,0.0008494109,0.0001831808,0.0001002295,0.0003263989,0.5489251],"genre_scores_gemma":[0.7495505,0.000765681,0.002256173,0.0006973883,0.00008352776,0.00007008125,0.00005850473,0.00006781827,0.2464504],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04377181,"threshold_uncertainty_score":0.08703405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01885453178128854,"score_gpt":0.3189392236049592,"score_spread":0.3000846918236707,"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."}}