{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01825313,0.0003385949,0.0003198094,0.003748204,0.003200304,0.005447549,0.001352379,0.003121085,0.002691659],"category_scores_gemma":[0.04892812,0.0002780363,0.0002418159,0.001811382,0.03892351,0.005340768,0.003722319,0.004118097,0.0003648347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005485871,"about_ca_system_score_gemma":0.006339844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002251648,"about_ca_topic_score_gemma":0.00309533,"domain_scores_codex":[0.9743543,0.01886687,0.0005134914,0.0006440521,0.005150105,0.0004712399],"domain_scores_gemma":[0.926975,0.06707408,0.001594086,0.001654691,0.00235254,0.0003496431],"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":[0.000007125175,0.00001788038,0.0002741162,0.0002514175,0.000003748078,0.0001718642,0.01482324,0.0001898247,0.0001123708,0.9217899,0.01195688,0.05040165],"study_design_scores_gemma":[0.00001134099,0.00003224855,0.0008723192,0.001733935,0.000009956599,0.0005504412,0.007396203,0.0007921313,0.0006476165,0.8055342,0.1823982,0.00002134654],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02459533,0.06953514,0.04534102,0.1596108,0.003632959,0.0001814799,0.00005005006,0.00009685418,0.6969563],"genre_scores_gemma":[0.8459856,0.03192504,0.03208209,0.02115701,0.003027587,0.0003259936,0.0000572856,0.00007391161,0.06536546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01825313,"threshold_uncertainty_score":0.09653294,"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."}}