{"id":"W4323670478","doi":"10.33137/ic.v15i.40372","title":"Future Challenges in the Administration of Justice","year":2023,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"European and International Law Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Administration (probate law); Economic Justice; Political science; Engineering ethics; Engineering; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0003385328,0.00002905113,0.00003938394,0.00004908502,0.0001049373,0.00001333121,0.0001572852,0.00001797555,0.00003671477],"category_scores_gemma":[0.0001068099,0.00002335859,0.0000174667,0.0001998279,0.00006813463,0.00004969699,0.000004576307,0.0000364576,0.00005183581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003509629,"about_ca_system_score_gemma":0.0001013055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007801823,"about_ca_topic_score_gemma":0.5953638,"domain_scores_codex":[0.9995224,0.00007276522,0.00007225937,0.0000626602,0.000162275,0.0001076476],"domain_scores_gemma":[0.9997922,0.00006322171,0.00002250391,0.00005936337,0.00003122073,0.00003150199],"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":[0.000003028884,0.000006472927,0.0001601623,0.00001170251,0.000006127154,0.00004111521,0.01854283,0.000001572796,0.000002007025,0.9401103,0.03710277,0.004011904],"study_design_scores_gemma":[0.00003196585,0.00001715192,0.05784551,0.000009081377,0.000004650889,4.622741e-7,0.05788007,0.000003465806,0.000002797426,0.0007891277,0.8833814,0.00003433303],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05069369,0.001004307,1.682391e-7,0.07116266,0.0004572464,0.00008622443,0.00002602741,0.00001645262,0.8765532],"genre_scores_gemma":[0.9960111,0.001077805,0.000004448458,0.0002915591,0.0003663542,0.000003325726,0.000003805316,0.000002537548,0.002239021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9453174,"threshold_uncertainty_score":0.9988053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08212454193731322,"score_gpt":0.3292692534982407,"score_spread":0.2471447115609275,"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."}}