{"id":"W3022196088","doi":"10.2196/16477","title":"Premature or Small for Gestational Age Discrimination: International Multicenter Trial Protocol for Classification of the Low-Birth-Weight Newborn Through the Optical Properties of the Skin","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Neonatal skin health care","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação Oswaldo Cruz; Grand Challenges Canada; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Government of Canada; Bill and Melinda Gates Foundation","keywords":"Medicine; Gestational age; Low birth weight; Birth weight; Pediatrics; Cohort; Obstetrics; Referral; Cohort study; Pregnancy; Neonatal intensive care unit; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"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":[0.03262426,0.002730786,0.004786142,0.001502794,0.002672869,0.002555548,0.002645996,0.005173054,0.01981428],"category_scores_gemma":[0.03108053,0.001360636,0.003139321,0.002707195,0.001503279,0.002452197,0.001760208,0.003493146,0.004264236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002747991,"about_ca_system_score_gemma":0.00848804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001912583,"about_ca_topic_score_gemma":0.003971391,"domain_scores_codex":[0.9788641,0.01349807,0.003090984,0.001823737,0.001715146,0.001007967],"domain_scores_gemma":[0.9820151,0.0035323,0.005373091,0.003828511,0.003684337,0.00156675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.8032875,0.01138688,0.01551181,0.01947093,0.003951976,0.000585835,0.001141749,0.002038358,0.007723883,0.01219223,0.07405497,0.04865386],"study_design_scores_gemma":[0.7187874,0.04772761,0.05817923,0.011708,0.002537379,0.0005330428,0.0006344016,0.01128361,0.003662907,0.007680713,0.1369568,0.0003090008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.009882352,0.001129131,0.006870642,0.0006247724,0.0006318067,0.97077,0.006638736,0.0002201367,0.003232414],"genre_scores_gemma":[0.009061443,0.0001947923,0.006816587,0.0003709571,0.0000727492,0.9810085,0.001722902,0.0000273712,0.0007246555],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03262426,"threshold_uncertainty_score":0.1725357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5489981083150449,"score_gpt":0.599337488702719,"score_spread":0.05033938038767405,"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."}}