{"id":"W4416555123","doi":"10.1007/s11191-025-00714-4","title":"Editorial Note: December 2025","year":2025,"lang":"en","type":"article","venue":"Science & Education","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"","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":[0.008072935,0.003041925,0.003180128,0.004535981,0.005721896,0.01223474,0.004658885,0.03266287,0.0696077],"category_scores_gemma":[0.03629774,0.001483366,0.003330286,0.002583548,0.002538695,0.004469197,0.002775555,0.02169922,0.04150272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005333948,"about_ca_system_score_gemma":0.005015248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006918527,"about_ca_topic_score_gemma":0.01698279,"domain_scores_codex":[0.9943557,0.0007533452,0.0006017756,0.0007068639,0.00279395,0.0007884174],"domain_scores_gemma":[0.9813119,0.006425661,0.001140005,0.0008560626,0.007008024,0.003258387],"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":[0.00003203607,0.00001077637,0.00002376207,0.00005714256,0.000006161276,0.00005425138,0.000009214711,0.0000119543,0.00002078673,0.0002103618,0.9976521,0.001911513],"study_design_scores_gemma":[0.00005781298,0.00001846767,0.0004218942,0.0003578685,0.00002530071,0.00006415512,0.00006336351,0.00009614179,0.00007454847,0.0007762731,0.9980258,0.00001841454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004996237,0.001484626,0.00006725814,0.05104501,0.9411287,0.00003972384,0.0001462,0.00005123087,0.005987137],"genre_scores_gemma":[0.0009482584,0.002379494,0.000163519,0.07410679,0.8424384,0.00009832995,0.0001802455,0.00009208421,0.07959291],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0696077,"threshold_uncertainty_score":0.232861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009462134212635,"score_gpt":0.3795223143424001,"score_spread":0.3694276930002738,"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."}}