{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001310402,0.0004087088,0.0002115555,0.0004976049,0.007486361,0.006033837,0.0007799084,0.001864829,0.03645299],"category_scores_gemma":[0.004822247,0.0002479864,0.0003559038,0.0006731921,0.006331468,0.007072641,0.005241084,0.006233651,0.01215135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002659032,"about_ca_system_score_gemma":0.003826434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01635567,"about_ca_topic_score_gemma":0.03257098,"domain_scores_codex":[0.9988237,0.0004165013,0.00002438612,0.0001945979,0.0002077976,0.0003330412],"domain_scores_gemma":[0.9985177,0.0002066421,0.00007848463,0.0001588031,0.000255067,0.0007833347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004846591,0.00002249131,0.0002808952,0.00002666822,0.00000245206,0.00008570924,0.004004691,0.00003550566,0.00006464794,0.1329188,0.8457655,0.01674412],"study_design_scores_gemma":[0.000004482847,0.000008630224,0.0003037186,0.00006341896,8.225241e-7,0.00004942231,0.003318723,0.00002040717,0.00004332468,0.01040609,0.9857743,0.000006643668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006212144,0.01128935,0.002560385,0.2960938,0.03495974,0.00004706687,0.0004145967,0.0003298824,0.648093],"genre_scores_gemma":[0.1201085,0.003971822,0.001063278,0.05813994,0.003703975,0.00007562098,0.0002543446,0.0004355122,0.812247],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03645299,"threshold_uncertainty_score":0.1219473,"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."}}