{"id":"W7094959169","doi":"10.5281/zenodo.17438047","title":"cora","year":2025,"lang":"","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Irish and British Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Code (set theory); Intensity (physics); Field (mathematics)","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001212953,0.0003731901,0.0004737324,0.0004807631,0.01031723,0.002158572,0.002387807,0.0003610404,0.296545],"category_scores_gemma":[0.001993083,0.0004438378,0.0001848373,0.001433243,0.001222874,0.0002094618,0.002685598,0.0006542441,0.07156639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003663549,"about_ca_system_score_gemma":0.00003057328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004303624,"about_ca_topic_score_gemma":0.000003933994,"domain_scores_codex":[0.9957458,0.001023827,0.000468685,0.0009321795,0.0008842124,0.0009453428],"domain_scores_gemma":[0.9975769,0.00006034318,0.0002881289,0.0005796459,0.001178844,0.0003161544],"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":[0.00002350455,0.0001314223,0.000001136028,0.0001162841,0.0001336001,0.00002190826,0.001763017,0.000001019327,0.00003457582,0.002752775,0.8015999,0.1934208],"study_design_scores_gemma":[0.0003516695,0.0001623016,0.0002370726,0.0003147823,0.00007037659,0.00001511554,0.002678226,0.00001022232,0.00001424391,0.0002010739,0.9955096,0.0004353245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007879869,0.001353348,0.0005567924,0.002082154,0.0007988845,0.0008816036,0.0007399954,0.001027213,0.9924812],"genre_scores_gemma":[0.02287047,0.007691739,0.0001340906,0.0005598832,0.001595228,5.227188e-8,0.00136956,0.005554695,0.9602243],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2249786,"threshold_uncertainty_score":0.9998013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03052182843230822,"score_gpt":0.2749708509977483,"score_spread":0.24444902256544,"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."}}