{"id":"W7148419996","doi":"10.5281/zenodo.19389739","title":"AIAL's comments on AI Act Art.50 Transparency Consultation","year":2025,"lang":"","type":"report","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Transparency (behavior); Audit","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":[0.0154769,0.0009729989,0.0009632912,0.001990865,0.009982519,0.01372094,0.003937174,0.05780986,0.08603046],"category_scores_gemma":[0.07669769,0.0008626381,0.001856081,0.002420168,0.003799937,0.005372006,0.004041644,0.03751012,0.06657594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009155942,"about_ca_system_score_gemma":0.03032809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08054717,"about_ca_topic_score_gemma":0.1083162,"domain_scores_codex":[0.9754542,0.003300159,0.0009807204,0.001136507,0.01401982,0.005108626],"domain_scores_gemma":[0.957232,0.02277319,0.001518088,0.001654168,0.01287071,0.003951812],"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":[0.00002186002,0.000009184906,0.00004071704,0.00001953008,0.00000123622,0.00005606832,0.00007936614,0.00001229889,0.00002924873,0.006753689,0.9920174,0.0009594648],"study_design_scores_gemma":[0.00002631465,0.00001262044,0.0006037197,0.0001150526,0.000006778553,0.00004278845,0.0002886795,0.0001144638,0.0001782065,0.004897614,0.9936808,0.00003288783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007548066,0.001352147,0.001037143,0.616771,0.0289055,0.0004384492,0.004242809,0.001109897,0.3453881],"genre_scores_gemma":[0.007840888,0.0004453482,0.0008351657,0.4779621,0.005294679,0.0005724875,0.0009166843,0.0004995849,0.5056331],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08603046,"threshold_uncertainty_score":0.2878006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1064603952683492,"score_gpt":0.4128747660395757,"score_spread":0.3064143707712265,"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."}}