{"id":"W4404586346","doi":"10.21991/cf29480","title":"Not Merely Interpretative","year":2024,"lang":"en","type":"article","venue":"Constitutional Forum / Forum constitutionnel","topic":"Legal Issues in South Africa","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Epistemology; Engineering ethics; Computer science; Philosophy; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.0007397699,0.0003561189,0.0003434975,0.0003631683,0.002153976,0.0005467952,0.0006235348,0.0002987603,0.001585274],"category_scores_gemma":[0.001259557,0.0003473413,0.0003406819,0.0009014305,0.01410699,0.001543763,0.0002148638,0.0005573965,0.003583884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007078145,"about_ca_system_score_gemma":0.003777802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004616085,"about_ca_topic_score_gemma":0.0004125892,"domain_scores_codex":[0.9965277,0.0001913962,0.0005719089,0.0007325625,0.0009560047,0.001020375],"domain_scores_gemma":[0.9982017,0.0005959222,0.00009507628,0.0003335731,0.000363019,0.0004107481],"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":[0.00003802227,0.00004589006,0.0009052256,0.0000224062,0.0001233579,0.0001117853,0.006171074,0.00009286541,0.00008157365,0.9748099,0.01536794,0.002229979],"study_design_scores_gemma":[0.0003065818,0.00003581536,0.00002927717,0.0002896547,0.00006930851,0.00004573308,0.005905473,0.0007045135,0.0002433765,0.03812193,0.9537756,0.0004727592],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001095087,0.006740369,0.1560997,0.02387596,0.009580385,0.0008101392,0.0005225112,0.001332667,0.7999432],"genre_scores_gemma":[0.9908918,0.0001032006,0.001794684,0.001701464,0.0005332302,0.0001182009,0.00006076429,0.00001785693,0.004778822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9897967,"threshold_uncertainty_score":0.9998978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02562652841561336,"score_gpt":0.328742913884119,"score_spread":0.3031163854685056,"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."}}