{"id":"W4377996082","doi":"10.21832/9781845418915-001","title":"Acknowledgements","year":2023,"lang":"en","type":"book-chapter","venue":"Multilingual Matters eBooks","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Hong Kong; University of Alberta","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0002569472,0.0002534801,0.0002839319,0.0001455631,0.0008798681,0.0000833802,0.0002418717,0.0002718363,0.001906694],"category_scores_gemma":[0.00007868022,0.0002467304,0.0002073403,0.00001769841,0.0004955505,0.00002693033,0.0001770905,0.0002692698,0.008651988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444214,"about_ca_system_score_gemma":0.0001543302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000144877,"about_ca_topic_score_gemma":0.003463598,"domain_scores_codex":[0.9985119,0.00002686603,0.0002807476,0.0003579208,0.0004480772,0.0003745209],"domain_scores_gemma":[0.9991052,0.0001170536,0.0001343355,0.0002465278,0.0002674178,0.0001294426],"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":[0.00003167395,0.00002813095,0.00002709173,0.0001832429,0.0006405274,0.0002566262,0.05769242,0.000006644128,0.0000281306,0.1661968,0.6573931,0.1175156],"study_design_scores_gemma":[0.000159828,0.0000122229,0.00001369653,0.0001289417,0.00006048709,2.977826e-7,0.0006084067,0.000003788627,0.00000808839,0.00647766,0.9922436,0.0002830134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007691816,0.00006250355,0.00000446532,0.0009635013,0.003294655,0.000420749,0.0000482916,0.0003365843,0.9947923],"genre_scores_gemma":[0.0007981629,0.00003329909,0.00007402568,0.0006904861,0.001676943,0.00001548597,0.00001908997,0.0000830355,0.9966094],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3348505,"threshold_uncertainty_score":0.9999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05834577240029011,"score_gpt":0.3326311736227678,"score_spread":0.2742854012224777,"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."}}