{"id":"W4392107798","doi":"10.15173/m.v1i6.645","title":"MedUpdate","year":2012,"lang":"nl","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00300091,0.0004513574,0.0003791341,0.0001254998,0.000422884,0.0001050521,0.001192363,0.0001427844,0.01707922],"category_scores_gemma":[0.000477726,0.000289911,0.0002093862,0.0007360759,0.0005802966,0.0004324474,0.0003182681,0.0005935272,0.5691361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003388247,"about_ca_system_score_gemma":0.0004862483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001369366,"about_ca_topic_score_gemma":0.00001248642,"domain_scores_codex":[0.996048,0.0007745805,0.0004189876,0.0003117258,0.000684066,0.001762593],"domain_scores_gemma":[0.9966255,0.0003403729,0.0002699746,0.001821232,0.00006628371,0.0008766383],"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":[0.0000840892,0.00118854,0.01316507,0.00005453611,0.0003530634,0.000001925611,0.02574196,8.914689e-7,0.009180506,0.01366594,0.9349527,0.001610713],"study_design_scores_gemma":[0.0003598241,0.00003061203,0.03889564,0.00005399541,0.0005088112,0.00008327984,0.005547085,0.00001068001,0.01099786,0.000328781,0.9426687,0.0005147596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9081154,0.02542182,0.00000394821,0.0123855,0.0127351,0.0006766735,0.0001634376,0.0002072622,0.0402908],"genre_scores_gemma":[0.9658159,0.0001057757,0.0001535537,0.001373384,0.0061156,0.00007335928,0.00002184928,0.0002679299,0.02607266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5520568,"threshold_uncertainty_score":0.9999553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03216884481483779,"score_gpt":0.3023105433412592,"score_spread":0.2701416985264214,"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."}}