{"id":"W7084151099","doi":"10.64628/aam.4scena5rf","title":"Meta’s Community Notes program is promising, but needs to prioritize transparency","year":2025,"lang":"en","type":"article","venue":"","topic":"Engineering and Information Technology","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Transparency (behavior); Context (archaeology); Key (lock)","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":[0.04592597,0.000978398,0.0008693397,0.004179189,0.004481808,0.01378641,0.006340096,0.004492349,0.1597651],"category_scores_gemma":[0.1807487,0.00101987,0.001449193,0.00312653,0.001951269,0.02663647,0.008429641,0.009488496,0.05471737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003010514,"about_ca_system_score_gemma":0.0149986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007465263,"about_ca_topic_score_gemma":0.0159078,"domain_scores_codex":[0.9766533,0.009780129,0.00112824,0.001538468,0.00882052,0.002079218],"domain_scores_gemma":[0.7360554,0.1041147,0.006560836,0.08134867,0.04788646,0.02403394],"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":[0.0009376697,0.0005258215,0.002062697,0.0004108235,0.00006432259,0.0002009595,0.001624211,0.0004588598,0.003442951,0.1149259,0.6856215,0.1897244],"study_design_scores_gemma":[0.000349319,0.0001517388,0.001230741,0.0003143315,0.00003084404,0.0001510453,0.0008981074,0.002809484,0.003026639,0.06124138,0.9296525,0.0001438515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01169997,0.0005271691,0.2437004,0.1961024,0.01270158,0.001868045,0.009673552,0.1325068,0.3912202],"genre_scores_gemma":[0.1243297,0.0006589523,0.3730536,0.03529901,0.006277683,0.002628001,0.02102975,0.07721497,0.3595084],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1597651,"threshold_uncertainty_score":0.5344676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04157245831853282,"score_gpt":0.2860280312275814,"score_spread":0.2444555729090486,"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."}}