{"id":"W4376867938","doi":"10.1038/s41390-023-02648-5","title":"ECI Bio-commentary: Vivek V. Shukla","year":2023,"lang":"en","type":"article","venue":"Pediatric Research","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Toronto; State University of New York; American Heart Association","keywords":"Biotechnology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006154754,0.00106931,0.002193076,0.001148013,0.003819538,0.005773096,0.004230505,0.03710788,0.02006198],"category_scores_gemma":[0.06453165,0.0008164466,0.001421099,0.001008447,0.003505422,0.004112856,0.002797327,0.05466013,0.01661364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004321297,"about_ca_system_score_gemma":0.008817729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009733088,"about_ca_topic_score_gemma":0.01159378,"domain_scores_codex":[0.9953256,0.001115057,0.0005123357,0.0007967084,0.001780151,0.0004702131],"domain_scores_gemma":[0.9650093,0.01678419,0.001496256,0.001101845,0.01103765,0.004570678],"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":[0.00001116804,0.000003003227,0.00003088625,0.00003618918,0.00000501182,0.00008381992,0.00002797534,0.000008184509,0.00001682669,0.0003955953,0.9978842,0.001497184],"study_design_scores_gemma":[0.00003151114,0.00001737226,0.0003631451,0.0004660117,0.00002066407,0.0005980069,0.0002985765,0.00006704002,0.0001317127,0.002045264,0.995924,0.00003664099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006935754,0.003133547,0.000048462,0.899617,0.09471589,0.00001035316,0.00007250786,0.00002927158,0.002303557],"genre_scores_gemma":[0.001455113,0.00323048,0.0001212125,0.9107766,0.07377412,0.00003119966,0.00004370178,0.00004476366,0.01052292],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03710788,"threshold_uncertainty_score":0.067114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2020076403091293,"score_gpt":0.5028148583768348,"score_spread":0.3008072180677056,"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."}}