{"id":"W4413125850","doi":"10.2139/ssrn.5383170","title":"Data ","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Law in Society and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Alberta","funders":"","keywords":"Chemistry; Psychology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002223627,0.002104527,0.002917005,0.007877653,0.001914249,0.007570724,0.00299457,0.002707187,0.7273565],"category_scores_gemma":[0.02789809,0.001670745,0.000962976,0.0209619,0.001198499,0.004213291,0.003846761,0.003232523,0.6984247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004396206,"about_ca_system_score_gemma":0.006257709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04189467,"about_ca_topic_score_gemma":0.03159213,"domain_scores_codex":[0.9975705,0.0002652268,0.0003600143,0.0003955565,0.001095713,0.0003130813],"domain_scores_gemma":[0.9832423,0.004778037,0.001371609,0.004585929,0.004895786,0.001126338],"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":[0.00008712756,0.0000123365,0.0002903808,0.0003609407,0.00001006479,0.00001326541,0.00003956279,0.00008520134,0.00006912902,0.0019192,0.986133,0.01097973],"study_design_scores_gemma":[0.0001271237,0.0000138765,0.001893308,0.0003595296,0.00001798866,0.00002847544,0.00006163718,0.0003699064,0.0005557541,0.005628483,0.9909161,0.00002779764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0002244757,0.0001232693,0.0004422488,0.001320963,0.000215496,0.00002953491,0.9336467,0.002708999,0.0612883],"genre_scores_gemma":[0.009170653,0.001097023,0.003378368,0.0006859743,0.0004631106,0.0005290125,0.8273626,0.008400758,0.1489125],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2726435,"threshold_uncertainty_score":0.3888928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03910600252095851,"score_gpt":0.3555935798464257,"score_spread":0.3164875773254672,"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."}}