{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004321499,0.0002642696,0.0002752646,0.0001855193,0.0002753364,0.0001955509,0.0003428218,0.0002559673,0.0005064239],"category_scores_gemma":[0.00000709798,0.000335884,0.000242058,0.00001512521,0.0001067577,0.0002727444,0.0004491491,0.0003120311,0.0002339318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232853,"about_ca_system_score_gemma":0.00006346422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004261962,"about_ca_topic_score_gemma":0.0001063728,"domain_scores_codex":[0.998987,0.000004870831,0.0001401076,0.0004034871,0.0002559246,0.0002086292],"domain_scores_gemma":[0.9991122,0.00001318807,0.0002431675,0.0003947735,0.0002105883,0.00002609748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001782467,0.0000143799,0.000001473555,0.00009816488,0.00008253184,0.000151872,0.000005103088,0.000004784518,0.000007318554,0.9189584,0.07745598,0.003202138],"study_design_scores_gemma":[0.0002892537,0.000002395932,0.00001612032,0.000111402,0.0002402844,0.000004907485,0.00004193099,0.00009187344,0.000003851978,0.0003618621,0.9984831,0.0003529766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001250544,0.0001550216,0.000274026,0.00008798713,0.0003681563,0.0001944829,0.00003048084,0.0002379632,0.9986394],"genre_scores_gemma":[0.0009529576,0.00005053314,0.00003818641,0.000320407,0.0004791116,5.539883e-7,0.00009569171,0.00004276706,0.9980198],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9210272,"threshold_uncertainty_score":0.9999093,"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."}}