{"id":"W4413361091","doi":"10.1109/icde65448.2025.00005","title":"A Message from the Chairs","year":2025,"lang":"en","type":"article","venue":"","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.01422688,0.001373397,0.002214103,0.0009563841,0.009319161,0.01293378,0.002893308,0.04539338,0.02326884],"category_scores_gemma":[0.05002397,0.001123339,0.001944004,0.0008690151,0.005272353,0.009154619,0.007184993,0.09115624,0.01430229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005394475,"about_ca_system_score_gemma":0.01741913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009603102,"about_ca_topic_score_gemma":0.01463027,"domain_scores_codex":[0.9879704,0.003009432,0.0006394386,0.001765572,0.004266105,0.002349044],"domain_scores_gemma":[0.9529182,0.008997395,0.001969042,0.001370808,0.01422195,0.02052258],"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":[0.00005044668,0.00003104917,0.0002628116,0.00003985253,0.00001043263,0.0000908592,0.0001962658,0.00001990631,0.0000969036,0.002369747,0.9941907,0.002640991],"study_design_scores_gemma":[0.00006336801,0.00006462325,0.001178337,0.0002502151,0.00002514023,0.0001681782,0.001931532,0.0001159654,0.0002005135,0.003494987,0.9924359,0.0000712448],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002059519,0.0009332584,0.00008153851,0.9319312,0.06544354,0.000008320601,0.00002308927,0.0000187228,0.001354372],"genre_scores_gemma":[0.002305389,0.0005977572,0.0001404534,0.9573453,0.02480777,0.00003409322,0.00002091556,0.00003496388,0.01471333],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04539338,"threshold_uncertainty_score":0.07784206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05498840884461854,"score_gpt":0.4010259695687652,"score_spread":0.3460375607241467,"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."}}