{"id":"W4407740923","doi":"10.36834/cmej.80997","title":"A glimpse beyond","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001094429,0.00008161062,0.0001652364,0.0007698669,0.0002389497,0.00004277399,0.0002210229,0.0001311358,0.02765639],"category_scores_gemma":[0.017682,0.0000626581,0.00006023439,0.0006798203,0.0002481693,0.00006998378,0.00001109775,0.0007738001,0.00009932304],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004782634,"about_ca_system_score_gemma":0.1510354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005006014,"about_ca_topic_score_gemma":0.008586963,"domain_scores_codex":[0.9982805,0.00004542939,0.0002602372,0.0001533155,0.0008273523,0.00043318],"domain_scores_gemma":[0.9874556,0.00004708063,0.00003428775,0.0001889789,0.0004336865,0.01184036],"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":[0.00001543031,0.00008333241,0.004424737,0.00002561332,0.00002147424,0.0001686258,0.0003809752,6.95285e-8,0.00004295788,0.002548853,0.6901551,0.3021328],"study_design_scores_gemma":[0.00104439,0.0001001855,0.02802952,0.0004610318,0.00003929927,0.002084903,0.002304736,0.00009902742,0.00005107011,0.001236795,0.9644756,0.0000734159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1739798,0.003516225,0.0001820913,0.5475189,0.006047584,0.0003151221,0.000002337335,0.00002447248,0.2684134],"genre_scores_gemma":[0.6821235,0.0005443746,0.000435809,0.2767568,0.002361624,0.00001809755,0.00001291036,0.00001172669,0.03773515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5081437,"threshold_uncertainty_score":0.9905925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01195779237566191,"score_gpt":0.3660100963527668,"score_spread":0.3540523039771049,"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."}}