{"id":"W2903358943","doi":"","title":"A Spectrum of Tools to Support Litigation Risk Assessment: Promise and Limitations","year":2017,"lang":"en","type":"article","venue":"Canadian journal of law and technology","topic":"Law, Economics, and Judicial Systems","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Toolbox; Focus (optics); Risk analysis (engineering); Risk assessment; Computer science; Management science; Knowledge management; Business; Engineering; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003880971,0.00005816621,0.0003196191,0.0003338119,0.000266869,0.000133279,0.0001797631,0.0001114382,0.00002615909],"category_scores_gemma":[0.0002977294,0.00007620271,0.00003332122,0.00004426706,0.0003265034,0.0002824493,0.00001962707,0.0001224997,0.000007116417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006200716,"about_ca_system_score_gemma":0.0001508368,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006256262,"about_ca_topic_score_gemma":0.06825864,"domain_scores_codex":[0.9992169,0.000005929528,0.0004789108,0.000124054,0.00001175486,0.000162476],"domain_scores_gemma":[0.9987686,0.00002752386,0.0007398988,0.00019881,0.00005330365,0.0002118225],"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":[0.000002087045,0.000004885855,0.1717866,0.000008127889,0.00003163139,0.00000774425,0.0001508211,0.000001029211,0.000009042415,0.8253598,0.0001014689,0.002536721],"study_design_scores_gemma":[0.0007801814,0.0005926304,0.1383125,0.00004444398,0.00001998526,0.00008874357,0.0001841738,0.0000440943,0.0002083419,0.7914121,0.06813916,0.0001736082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9201325,0.0004072477,0.0002612507,0.006720569,0.0003423586,0.0001593,0.0001865001,0.000004557758,0.07178576],"genre_scores_gemma":[0.9990895,0.0002004437,0.0004766132,0.00009233793,0.00007052228,0.000003586884,0.00000144223,0.000007666651,0.00005783755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0789571,"threshold_uncertainty_score":0.9487432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04477266246415463,"score_gpt":0.2391888759706859,"score_spread":0.1944162135065313,"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."}}