{"id":"W4411832790","doi":"10.15277/bjd.2025.484","title":"ABCD News","year":2025,"lang":"fr","type":"article","venue":"British Journal of Diabetes","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Diabetes Canada","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001424237,0.0002864569,0.0008693902,0.000466263,0.0002036404,0.0007541422,0.0007267838,0.000265848,0.001346619],"category_scores_gemma":[0.001725783,0.0004122271,0.0006188808,0.001038101,0.0004309144,0.001013942,0.0001469478,0.001112239,0.001178206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003695878,"about_ca_system_score_gemma":0.0006723822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001852673,"about_ca_topic_score_gemma":0.0002351944,"domain_scores_codex":[0.9963393,0.0005258651,0.001390378,0.0002549102,0.0005802191,0.0009093686],"domain_scores_gemma":[0.9972438,0.0003263258,0.0008859361,0.0002382825,0.0009366203,0.0003690739],"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":[0.00001163166,0.000452975,0.05023362,0.000225786,0.0006074607,0.0006320604,0.0000433233,0.00006394548,0.002637877,0.0006031789,0.5413989,0.4030892],"study_design_scores_gemma":[0.003396738,0.0003568118,0.1577201,0.01813877,0.0009457754,0.001121209,0.0003244312,0.0001458506,0.006268539,0.01180624,0.7992342,0.000541321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5535571,0.4232211,0.00004473348,0.005904791,0.005288629,0.0001253239,0.0001984794,0.00002588011,0.01163397],"genre_scores_gemma":[0.8983493,0.01558779,0.006160756,0.003189531,0.00361748,0.000007249515,0.00001252552,0.000261187,0.0728142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4076333,"threshold_uncertainty_score":0.9998329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007230983137073514,"score_gpt":0.2417076095482693,"score_spread":0.2344766264111958,"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."}}