{"id":"W7084402243","doi":"10.57745/nnny6j","title":"records_0226.pkl","year":2025,"lang":"en","type":"dataset","venue":"Recherche Data Gouv France","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001270697,0.0004415136,0.0007943714,0.000277391,0.0001503351,0.00004863835,0.001315472,0.001582223,0.0006399507],"category_scores_gemma":[0.003392678,0.0003905075,0.0001498772,0.0008898101,0.0001283033,0.0001641753,0.0006456263,0.003328961,0.0004378903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002744867,"about_ca_system_score_gemma":0.001410696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004232184,"about_ca_topic_score_gemma":0.0001942731,"domain_scores_codex":[0.9972511,0.0004463016,0.0005166958,0.001007609,0.0003450685,0.0004332099],"domain_scores_gemma":[0.9935535,0.0006446328,0.0002063001,0.005236176,0.0001526183,0.0002067905],"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":[0.00002142921,0.0002146027,0.0001099171,0.0007845254,0.000198614,0.00009010881,0.000004654424,3.721585e-7,0.0001450689,0.000002301457,0.9874385,0.01098991],"study_design_scores_gemma":[0.0005405692,0.00009702761,0.0002793352,0.0008579092,0.0004810751,0.00008485834,0.000008007009,0.00002093407,0.00004269279,0.00003331008,0.997206,0.0003483093],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001649079,0.001396907,0.0001244561,0.00265121,0.00179763,0.0005575577,0.9911747,0.0001385254,0.002142553],"genre_scores_gemma":[5.942753e-7,0.006842758,0.0007018469,0.004816194,0.0008895409,0.00007110016,0.9721578,0.00002259009,0.01449754],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01901683,"threshold_uncertainty_score":0.9998547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2702981536146452,"score_gpt":0.4610108648839062,"score_spread":0.190712711269261,"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."}}