{"id":"W4312407096","doi":"10.51952/9781529210019.fm002","title":"Preface","year":2021,"lang":"en","type":"book-chapter","venue":"Bristol University Press eBooks","topic":"Dispute Resolution and Class Actions","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Oxford","keywords":"Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0008095148,0.0006420222,0.0004716912,0.002066364,0.002394519,0.00338739,0.001046131,0.001148894,0.4292169],"category_scores_gemma":[0.004366093,0.0002616302,0.0003099621,0.001968325,0.0007665042,0.003045099,0.001900238,0.002836605,0.2357928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002027176,"about_ca_system_score_gemma":0.00140129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003760618,"about_ca_topic_score_gemma":0.005142955,"domain_scores_codex":[0.9994579,0.00008917015,0.00003303726,0.0001069231,0.0002607732,0.00005220525],"domain_scores_gemma":[0.9982828,0.0003828816,0.00007842727,0.0001788789,0.0008178515,0.0002592659],"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":[0.00001399622,0.00001638609,0.0000864243,0.00008117263,6.923728e-7,0.00005340491,0.0003036387,0.0000390223,0.0001065048,0.01534862,0.9480419,0.03590828],"study_design_scores_gemma":[8.60044e-7,0.000004692357,0.0001567063,0.00006056206,2.427738e-7,0.0000385073,0.000120174,0.00001110099,0.00002588642,0.001523643,0.9980561,0.000001575654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001025418,0.005577672,0.002849303,0.01231346,0.02769594,0.0002143623,0.004245301,0.000527774,0.9455508],"genre_scores_gemma":[0.004940961,0.00276479,0.001217147,0.002484248,0.004025592,0.0001373126,0.002918185,0.0003473352,0.9811645],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4292169,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02846532242520686,"score_gpt":0.1837672055142615,"score_spread":0.1553018830890547,"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."}}