{"id":"W6923515713","doi":"10.1371/journal.pone.0282477.s001","title":"Data cleaning processes.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Pregnancy and Medication Impact","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohort; Pregnancy; Cohort study; Medical diagnosis; Singleton; Premature birth; Gestation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04468456,0.002333347,0.004026071,0.01403749,0.002228418,0.006407539,0.00359911,0.002360546,0.3424367],"category_scores_gemma":[0.1740464,0.001908122,0.003115882,0.01606442,0.001373088,0.003877115,0.00561143,0.004182441,0.1315817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003086182,"about_ca_system_score_gemma":0.02645071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008473801,"about_ca_topic_score_gemma":0.008313423,"domain_scores_codex":[0.9653656,0.008731727,0.01279413,0.006626917,0.005175043,0.001306601],"domain_scores_gemma":[0.8576512,0.05806112,0.009222231,0.02806655,0.04451121,0.002487634],"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":[0.0008814438,0.0001123645,0.002400959,0.01386525,0.0002194214,0.0002288883,0.002222486,0.0003002993,0.0009899925,0.00613095,0.8623238,0.1103241],"study_design_scores_gemma":[0.0005103234,0.00007811403,0.004212309,0.003401976,0.0001308683,0.00008924017,0.0006991835,0.0007175222,0.001553457,0.008585181,0.9799221,0.00009987603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.002836402,0.00126951,0.03870239,0.003666639,0.001983006,0.01885972,0.8739897,0.02936272,0.02932998],"genre_scores_gemma":[0.0205222,0.00263951,0.2429584,0.004278873,0.0008768127,0.1467862,0.5022847,0.02433125,0.05532204],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3424367,"threshold_uncertainty_score":0.9379343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2985497807425363,"score_gpt":0.4047592319823596,"score_spread":0.1062094512398233,"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."}}