{"id":"W4410786132","doi":"10.1038/s41390-025-04167-x","title":"ECI biocommentary","year":2025,"lang":"en","type":"article","venue":"Pediatric Research","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002144648,0.0008566182,0.0007350792,0.001922589,0.001075319,0.00646049,0.00128713,0.002864432,0.7484454],"category_scores_gemma":[0.008068347,0.0003009372,0.0006753805,0.00119303,0.0008157577,0.001363096,0.003165282,0.002213062,0.6416767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001765396,"about_ca_system_score_gemma":0.005145791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001939599,"about_ca_topic_score_gemma":0.002622387,"domain_scores_codex":[0.9981326,0.0001858401,0.00007906781,0.0002553523,0.001027793,0.0003192888],"domain_scores_gemma":[0.993614,0.0005491814,0.0003536879,0.0007463156,0.002318232,0.002418607],"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":[0.0001230621,0.00006035217,0.0003390539,0.0001743579,0.000008699747,0.0001347366,0.00002228461,0.00004503131,0.0004990114,0.004384854,0.8641425,0.1300662],"study_design_scores_gemma":[0.00001828169,0.00001942973,0.0003163627,0.00008277565,0.000003124844,0.0001150896,0.00001861341,0.00004106478,0.0001977376,0.0006978077,0.998487,0.000002683374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0006893987,0.002882688,0.000911024,0.01219885,0.01591724,0.0001315027,0.003535226,0.001424573,0.9623094],"genre_scores_gemma":[0.002921681,0.001212486,0.0006975129,0.003586907,0.001713814,0.000072699,0.002223538,0.0005708717,0.9870005],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7484454,"threshold_uncertainty_score":0.3588121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03051749330106681,"score_gpt":0.3533489976498531,"score_spread":0.3228315043487863,"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."}}