{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000350303,0.00004970991,0.00005335677,0.0003730089,0.00005009439,0.00002257455,0.000153923,0.00005501505,0.0001175075],"category_scores_gemma":[0.00004577641,0.00004612823,0.00001832219,0.001025872,0.00002152788,0.00003642669,0.00004090548,0.000272236,0.0001900592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007472,"about_ca_system_score_gemma":0.00003277243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002698908,"about_ca_topic_score_gemma":9.719622e-7,"domain_scores_codex":[0.9993501,0.0000173124,0.00009426953,0.00009055217,0.0001931543,0.0002546421],"domain_scores_gemma":[0.9996319,0.0001233153,0.000001987894,0.0001429722,0.00003244869,0.00006732103],"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":[0.000002497709,0.0000365791,0.006402191,0.0006295156,0.00001712778,0.000002457785,0.0001014489,0.0003348353,0.0003661029,0.0008335989,0.9643738,0.02689988],"study_design_scores_gemma":[0.000686472,0.00006166114,0.07199755,0.00004931181,0.00002884314,0.000002622145,0.000240538,0.03073993,0.002643993,0.007152271,0.8859835,0.0004133614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.829676,0.01469918,0.01450157,0.009962186,0.005523188,0.0005955816,0.00001563314,0.001309997,0.1237167],"genre_scores_gemma":[0.9958359,0.001442888,0.0003746703,0.00004745127,0.0006518954,0.00005347085,0.00001184267,0.00001115077,0.001570718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1661599,"threshold_uncertainty_score":0.2442891,"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."}}