{"id":"W4322724648","doi":"10.1542/peds.146.1ma3.203","title":"ImPACTS: A Collaborative Improvement Intervention Involving Children's Hospitals and General Hospitals Improves Pediatric Readiness.","year":2020,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Intervention (counseling); Family medicine; Pediatrics; Medical emergency; Nursing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006340929,0.0003814496,0.0005221835,0.0002002598,0.000659381,0.00006823275,0.0002292798,0.0002610922,0.00006679146],"category_scores_gemma":[0.0008826777,0.0003418918,0.000122409,0.001012293,0.0000452968,0.0004207438,0.0003711086,0.0008054348,0.00008020246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001906039,"about_ca_system_score_gemma":0.0004450518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003113336,"about_ca_topic_score_gemma":0.00003690758,"domain_scores_codex":[0.9967945,0.0002645349,0.001050947,0.0006664334,0.0003917457,0.0008318246],"domain_scores_gemma":[0.9977427,0.0002044985,0.0007711573,0.0002634569,0.0003360392,0.0006821431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007630468,0.0001180625,0.968533,0.001422014,0.00002862405,0.000005566268,0.006173623,0.000001945856,0.0004657235,0.0004428759,0.01877706,0.003955133],"study_design_scores_gemma":[0.003735276,0.00127112,0.9889387,0.0001114951,0.0002449191,0.000001272278,0.003793645,0.0002103767,0.00008708646,0.0003780853,0.0005421584,0.0006858712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838282,0.008439191,0.0001484375,0.004008549,0.0008194357,0.002143073,0.0002552634,0.0002243603,0.0001334613],"genre_scores_gemma":[0.9782157,0.0109253,0.0004964251,0.003504902,0.006497769,0.00003756466,0.0001407298,0.00006642539,0.0001152004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02040563,"threshold_uncertainty_score":0.9999033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01469485011914243,"score_gpt":0.323910249695599,"score_spread":0.3092153995764565,"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."}}