{"id":"W4320732447","doi":"10.1080/00358533.2023.2165758","title":"Commonwealth Bookshelf","year":2023,"lang":"en","type":"article","venue":"The Round Table","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Commonwealth; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005351614,0.00003335967,0.00005343334,0.00001561437,0.002244138,0.00006616853,0.0001254049,0.0000201763,0.000129992],"category_scores_gemma":[0.00003588583,0.00002076126,0.00002445037,0.0004188635,0.0001648871,0.00007694251,0.00005153746,0.00005386879,0.0004169496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003968726,"about_ca_system_score_gemma":0.00007722597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01043881,"about_ca_topic_score_gemma":0.006806012,"domain_scores_codex":[0.9994212,0.00006484429,0.00005792572,0.00006138201,0.0001612296,0.0002334456],"domain_scores_gemma":[0.9996768,0.0001194872,0.00001992811,0.0001208143,0.00002680386,0.00003622092],"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":[0.000003165626,0.00001329962,0.0009646491,0.000004725333,0.00002160313,0.000003575029,0.01907226,0.0001326337,0.00001159743,0.6968923,0.280857,0.002023175],"study_design_scores_gemma":[0.00004796208,0.000006261652,0.001939201,0.000002518041,0.000005555386,2.535822e-7,0.006176949,0.00006741055,0.000003461126,0.01059306,0.9811206,0.00003678196],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0892014,0.0004411375,0.00003478252,0.03701068,0.0006695545,0.0002205738,0.000007586884,0.0002756139,0.8721387],"genre_scores_gemma":[0.8632,0.0001704698,0.00001305569,0.0002508739,0.0003453488,0.00001063897,0.000002583074,0.000004505551,0.1360025],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7739986,"threshold_uncertainty_score":0.9990548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05271321416927629,"score_gpt":0.3509755366367868,"score_spread":0.2982623224675106,"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."}}