{"id":"W4233355779","doi":"10.12688/gatesopenres.13246.2","title":"Interventions to improve neurodevelopmental outcomes of children born moderate to late preterm: a systematic review protocol","year":2021,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"CINAHL; Psychological intervention; Premature birth; Pediatrics; Obstetrics; Medicine; Pregnancy; Gestation; Biology; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003825156,0.0006046804,0.005360504,0.00065421,0.0001838111,0.0003527862,0.001673331,0.0002122541,0.0004274498],"category_scores_gemma":[0.001730136,0.0004217396,0.0009179074,0.0013655,0.0000545423,0.0001634472,0.00316022,0.0008985255,0.0002004239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002857865,"about_ca_system_score_gemma":0.001567812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005515407,"about_ca_topic_score_gemma":0.00001203647,"domain_scores_codex":[0.9933119,0.001347825,0.002361808,0.001016085,0.001185521,0.000776861],"domain_scores_gemma":[0.996336,0.0002874107,0.0004502377,0.00143675,0.001023199,0.0004663404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004567887,0.0000561588,0.00009119963,0.9781576,0.0006170647,0.00006788556,0.0002252113,5.910606e-8,0.000001482807,0.00001623015,0.003061198,0.01766027],"study_design_scores_gemma":[0.0006653189,0.0003758922,0.0001101527,0.9552177,0.0009789298,0.00009341427,0.00001188907,0.000001001602,0.00003176336,0.000006256858,0.04199128,0.0005164496],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000218826,0.5062079,0.000002217452,0.000307342,0.00007749566,0.4908343,0.0004964281,0.00002860296,0.002023779],"genre_scores_gemma":[0.000003573074,0.4998955,0.001840269,0.0003679387,0.00002725583,0.4908739,0.001159022,0.0001124028,0.005720206],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03893008,"threshold_uncertainty_score":0.9998235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1483348552392307,"score_gpt":0.4954648703950683,"score_spread":0.3471300151558376,"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."}}