{"id":"W4396867170","doi":"10.1007/978-3-031-56716-2_1","title":"Why the Legal Perspective?","year":2024,"lang":"en","type":"book-chapter","venue":"MARE publication series","topic":"Comparative and International Law Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Perspective (graphical); Epistemology; Computer science; Philosophy; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002332393,0.0001464803,0.0001392463,0.00008540196,0.0006632803,0.0006226326,0.0003698585,0.00008636373,0.0040144],"category_scores_gemma":[0.0001504726,0.0001043432,0.0001188765,0.00007083986,0.00058147,0.0004283133,0.0001276562,0.0002149276,0.0007818604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002508572,"about_ca_system_score_gemma":0.0001589222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00130841,"about_ca_topic_score_gemma":0.01012753,"domain_scores_codex":[0.9989879,0.00002780511,0.000162992,0.0002561009,0.0004383904,0.0001268862],"domain_scores_gemma":[0.9984408,0.00009829308,0.0001016513,0.0001972261,0.001126313,0.00003571506],"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":[0.000003340038,0.0000022355,0.000002225583,0.000002542072,0.00005633769,4.22964e-7,0.002189813,4.713672e-8,2.643926e-7,0.6496744,0.3478589,0.0002094624],"study_design_scores_gemma":[0.00001197222,0.00001056724,0.0000276319,0.00001699657,0.00001729864,0.000001010189,0.002533775,5.086609e-7,0.000001759352,0.220116,0.7771669,0.00009556874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001659726,0.001823939,0.00001136536,0.258333,0.0003769864,0.0001687004,0.00005601145,0.00009738275,0.7391309],"genre_scores_gemma":[0.003217492,0.0005095743,0.00001266481,0.001829425,0.0009554672,0.00006666731,0.00003951249,0.0000179505,0.9933512],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4295584,"threshold_uncertainty_score":0.9999961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04000915039244848,"score_gpt":0.3257762865999678,"score_spread":0.2857671362075193,"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."}}