{"id":"W4404682251","doi":"10.1002/9781119880967.ch23","title":"The Valuator as Expert Witness","year":2024,"lang":"en","type":"other","venue":"","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Witness; Expert witness; History; Computer science; Archaeology; Programming language","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":[0.006648525,0.0003794701,0.0004641097,0.0009678795,0.006876776,0.009580157,0.001741549,0.01268879,0.03289786],"category_scores_gemma":[0.02667741,0.0003912277,0.0004398117,0.0007310821,0.008419596,0.007637651,0.005879901,0.008266854,0.01551001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005152863,"about_ca_system_score_gemma":0.01849986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0171769,"about_ca_topic_score_gemma":0.03367778,"domain_scores_codex":[0.9912888,0.002898269,0.0004976497,0.001459753,0.002678494,0.001177098],"domain_scores_gemma":[0.9892083,0.002622926,0.0004649722,0.001576953,0.003799662,0.002327197],"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":[0.00001976767,0.00002178232,0.000548182,0.00006754257,0.000003253913,0.0007999844,0.001930454,0.0000700454,0.0005418208,0.6442802,0.3209639,0.03075296],"study_design_scores_gemma":[0.000009671316,0.00001645598,0.0003624037,0.0002340309,0.000005923865,0.0009636928,0.001915464,0.0001696818,0.0002956389,0.03982837,0.9561784,0.00002034854],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002737569,0.002374284,0.006070505,0.0858643,0.007280297,0.0001780346,0.00009300015,0.0001568443,0.8952451],"genre_scores_gemma":[0.09774657,0.002584661,0.005918794,0.07725131,0.002450667,0.0002419043,0.00007869108,0.0001972495,0.8135301],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03289786,"threshold_uncertainty_score":0.1100543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05730536535628603,"score_gpt":0.468042303107103,"score_spread":0.410736937750817,"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."}}