{"id":"W6923411630","doi":"10.1371/journal.pone.0282477.s002","title":"Data linkage 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; Record linkage; Singleton; Medical diagnosis; 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":[0.0901926,0.002154203,0.005093486,0.01772168,0.002588661,0.01117238,0.005006378,0.004592623,0.5281789],"category_scores_gemma":[0.2667708,0.00315376,0.003185586,0.02977097,0.001965843,0.007551474,0.01011243,0.005643113,0.2232181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00438508,"about_ca_system_score_gemma":0.04148791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009263058,"about_ca_topic_score_gemma":0.006421598,"domain_scores_codex":[0.933228,0.02809294,0.01689944,0.01193478,0.007641207,0.002203682],"domain_scores_gemma":[0.783309,0.09580141,0.01147529,0.0577668,0.0468105,0.004836956],"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":[0.001002283,0.0001058835,0.001424249,0.009198794,0.0003443314,0.0001028418,0.001800322,0.0003787543,0.0002260534,0.02139308,0.873903,0.09012049],"study_design_scores_gemma":[0.001194144,0.00008638548,0.002170112,0.004920687,0.0001703329,0.00006359699,0.0007299631,0.00119656,0.0003527743,0.03253032,0.9564676,0.0001174984],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.001386931,0.001180045,0.04356145,0.006877089,0.004051642,0.02250341,0.8395167,0.01768254,0.06324017],"genre_scores_gemma":[0.02443784,0.002926551,0.1975996,0.00679753,0.001277643,0.2444128,0.433941,0.01547195,0.07313517],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5281789,"threshold_uncertainty_score":0.6729956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2762437042724902,"score_gpt":0.4040873240420102,"score_spread":0.12784361976952,"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."}}