{"id":"W4410572732","doi":"10.60082/2819-2567.1019","title":"Preface","year":2025,"lang":"en","type":"article","venue":"Comparative Labor Law & Policy Journal","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004618351,0.0003357102,0.0005368737,0.0004024253,0.0007258771,0.000373625,0.0006671281,0.00008852056,0.0003276224],"category_scores_gemma":[0.0001754824,0.0002904429,0.0001654631,0.001672026,0.0004297263,0.0004914835,0.0001450308,0.0008490185,0.002653269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000535272,"about_ca_system_score_gemma":0.0008743742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001888254,"about_ca_topic_score_gemma":0.0002643312,"domain_scores_codex":[0.9975517,0.0004909274,0.0005572644,0.0002983804,0.0004004784,0.000701284],"domain_scores_gemma":[0.9980629,0.0002407538,0.0003003086,0.0004098081,0.0006694288,0.0003168092],"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":[0.0001621962,0.0001588958,0.001393626,0.000008549874,0.0002457947,0.00002517374,0.001418937,0.0002890599,0.01335102,0.8869771,0.09585102,0.0001186079],"study_design_scores_gemma":[0.002194987,0.0001141543,0.02693401,0.0001659206,0.00007441769,0.000194982,0.0005003015,0.000200863,0.0336028,0.06283371,0.872776,0.0004079203],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5104796,0.002049152,0.0004593536,0.005302079,0.0004656384,0.0003444935,0.0001792589,0.0002234181,0.480497],"genre_scores_gemma":[0.9865366,0.00002923094,0.0008824433,0.003350385,0.000769565,0.00001526509,0.00000489355,0.00003949822,0.008372102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8241434,"threshold_uncertainty_score":0.9999548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0429179088100784,"score_gpt":0.4069713165840493,"score_spread":0.3640534077739709,"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."}}