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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: mit
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+ language:
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+ - en
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+ task_categories:
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+ - text-classification
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+ tags:
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+ - law
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+ - expert-witness
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+ - daubert
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+ - evidence
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+ - coherence
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+ pretty_name: "Clarus Expert Qualification Opinion Coherence v0.1"
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+ dataset_id: "legal-expert-qualification-opinion-coherence-v0.1"
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+ domain: law
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+ pillar: legal_actors
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+ series: "3C"
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+ coherence_pair:
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+ observable_a: expert_credentials_and_validated_method
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+ observable_b: opinion_scope_and_certainty_level
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+ ground_truth: ground_truth_label
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+ validation_status: pre_release
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+ ---
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+ What this dataset is
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+
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+ You receive
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+
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+ expert credentials
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+ opinion scope
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+ method basis
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+ validation status
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+ overreach signals
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+
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+ You decide
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+
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+ Does the opinion stay within the expert’s qualification and method
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+
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+ Answer
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+
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+ coherent
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+ or
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+ incoherent
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+
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+ Why this matters
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+
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+ When expert coherence fails
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+
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+ exclusion risk rises
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+ appeals increase
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+ verdict safety weakens