{"id":"W4402862391","doi":"10.29311/lwps2024114750","title":"Transitions","year":2024,"lang":"en","type":"article","venue":"LIAS Working Paper Series","topic":"Irish and British Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001474799,0.0000615135,0.00007605506,0.00003031215,0.0007229815,0.0002754807,0.00008097202,0.00004654966,0.0003891432],"category_scores_gemma":[0.00002837043,0.00006063694,0.00005915458,0.0002945107,0.0002305706,0.0002823453,0.00001443993,0.00009185372,0.0001266405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000219262,"about_ca_system_score_gemma":0.00005652419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002216909,"about_ca_topic_score_gemma":0.001726184,"domain_scores_codex":[0.9993571,0.00004046597,0.00008143692,0.0001385849,0.0001535671,0.000228864],"domain_scores_gemma":[0.9998267,0.00005108061,0.000006400489,0.00005741886,0.00001776918,0.00004057282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001583303,0.00003750017,0.001805389,0.00007037412,0.0001280982,0.000232009,0.1380975,0.000003634491,0.0003374996,0.1909469,0.5458345,0.1224907],"study_design_scores_gemma":[0.00002137371,0.000009596798,0.001382624,0.000123711,0.00001284348,0.000003488876,0.008062989,5.13661e-7,0.00002280967,0.002013321,0.9882553,0.00009147789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009891363,0.009867176,0.00004900972,0.0314762,0.00210798,0.00009640049,0.000005608885,0.0006362944,0.94587],"genre_scores_gemma":[0.9741678,0.001317608,0.0003032042,0.0004507544,0.0008991141,0.00001920573,0.000002522331,0.000009287202,0.02283049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9642764,"threshold_uncertainty_score":0.5560662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02165714825746036,"score_gpt":0.2841657364646664,"score_spread":0.2625085882072061,"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."}}