{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1149367,0.0008720376,0.002299873,0.007719662,0.01176635,0.02831056,0.006356013,0.01500263,0.01341686],"category_scores_gemma":[0.265697,0.001335427,0.001603185,0.007837425,0.03332994,0.02515378,0.0105896,0.0186148,0.001912187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06742727,"about_ca_system_score_gemma":0.2117855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6758601,"about_ca_topic_score_gemma":0.6807675,"domain_scores_codex":[0.9105328,0.02274617,0.003663682,0.006093122,0.04840959,0.008554544],"domain_scores_gemma":[0.6569667,0.2026048,0.008704443,0.01582021,0.102668,0.0132359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007891851,0.00005726586,0.001810425,0.002151817,0.0001147599,0.0004800934,0.008804706,0.001046094,0.0004041431,0.5669227,0.1697736,0.2483554],"study_design_scores_gemma":[0.00002971159,0.00005322031,0.004095066,0.00517794,0.00005790661,0.0002311412,0.006418328,0.001098176,0.0003625174,0.2194039,0.7629248,0.0001473525],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005112122,0.1668683,0.0108553,0.7760953,0.002869592,0.00009753111,0.0003451526,0.0001257003,0.03763095],"genre_scores_gemma":[0.3680172,0.3249597,0.09677616,0.1634358,0.008540586,0.0003236946,0.0009157426,0.0004252776,0.0366059],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6758601,"threshold_uncertainty_score":0.6520976,"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."}}