{"id":"W3120577566","doi":"10.31228/osf.io/rbwkq","title":"Abbey Road: The (Ongoing) Journey to Reliable Expert Evidence","year":2018,"lang":"en","type":"article","venue":"","topic":"Jury Decision Making Processes","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scrutiny; Expert witness; Appeal; Transparency (behavior); Expert opinion; Jurisprudence; Political science; Witness; Law; Relevance (law); Sociology of scientific knowledge; Jury; Engineering ethics; Public relations; Sociology; Engineering; Medicine; Social science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001952926,0.00009288883,0.0001081775,0.00006072313,0.001169337,0.0003898041,0.0009702807,0.00006438368,0.003483688],"category_scores_gemma":[0.004492835,0.00005732574,0.00004288404,0.0007572864,0.0002927621,0.000454641,0.0001554591,0.00009878521,0.003320228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006919096,"about_ca_system_score_gemma":0.0002968324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003028927,"about_ca_topic_score_gemma":0.004318126,"domain_scores_codex":[0.9982665,0.0001142881,0.0002010195,0.0002758767,0.000748101,0.0003942271],"domain_scores_gemma":[0.9984552,0.0004824667,0.00006076033,0.000402865,0.0004201482,0.0001785282],"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":[0.00002527446,0.00002293767,0.0005277945,0.000002265201,0.000006422369,0.000002685895,0.03211024,0.00000672772,0.0002798763,0.0176836,0.887565,0.0617672],"study_design_scores_gemma":[0.00003854357,0.0000640235,0.001401814,0.00009063874,0.000003015731,0.000001483231,0.005065436,0.00001486743,0.0009374336,0.003099587,0.9891598,0.0001234134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09473796,0.001377231,0.005554545,0.1052364,0.002457898,0.0006397137,8.329627e-7,0.000476497,0.7895189],"genre_scores_gemma":[0.9222763,0.000248044,0.005154739,0.0108958,0.001290355,0.00002121977,5.853637e-8,0.00001344973,0.0601001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8275383,"threshold_uncertainty_score":0.9974558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1731455943341267,"score_gpt":0.4539818819593869,"score_spread":0.2808362876252603,"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."}}