{"id":"W4414402343","doi":"10.56238/sevened2025.029-089","title":"DIAGNOSTIC REDUCTIONISM AND THE SCIENTIFIC QUALIFICATION OF EXPERT TESTIMONY IN FAMILY LAW","year":2025,"lang":"en","type":"book-chapter","venue":"Seven Editora eBooks","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reductionism; Relevance (law); Phenomenon; Reasonable doubt; Alienation; Expert witness; Jurisprudence","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":[],"consensus_categories":[],"category_scores_codex":[0.001676031,0.0001313683,0.0002052346,0.000194937,0.0006963317,0.0002982322,0.0002490839,0.0002382004,0.0000563098],"category_scores_gemma":[0.001792475,0.0001139106,0.00005028923,0.000102746,0.002161411,0.0001845447,0.00004105738,0.000463002,0.00001673739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000108919,"about_ca_system_score_gemma":0.001516522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009897896,"about_ca_topic_score_gemma":0.003041573,"domain_scores_codex":[0.9985545,0.0001743385,0.0004146102,0.0002821,0.0004343979,0.0001401024],"domain_scores_gemma":[0.9966859,0.002200821,0.0003307356,0.0003240554,0.0004132073,0.00004531169],"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":[0.000009365356,0.00001424837,0.000002687082,0.00001271982,0.00001227016,3.78621e-7,0.01726368,4.766069e-7,0.00001769048,0.8930709,0.08359697,0.005998629],"study_design_scores_gemma":[0.0001799031,0.00000619477,0.00002017966,0.0001392955,0.00002413787,3.188849e-7,0.003058114,0.000003256249,0.00001333919,0.09105056,0.9053969,0.0001077352],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001145582,0.0006085511,0.00002224692,0.01329968,0.01642677,0.0006090983,0.00002420249,0.00003319775,0.9688617],"genre_scores_gemma":[0.1188862,0.0001679262,0.0002695975,0.0007411692,0.007176532,0.0001367986,0.00004686839,0.0000214513,0.8725535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8218,"threshold_uncertainty_score":0.9966953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03826863437056187,"score_gpt":0.3461668717703095,"score_spread":0.3078982373997476,"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."}}