{"id":"W4394568973","doi":"10.2196/54109","title":"Fast Healthcare Interoperability Resources–Based Support System for Predicting Delivery Type: Model Development and Evaluation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Software deployment; Interoperability; Context (archaeology); Portuguese; Health care; Public hospital; Medicine; Computer science; Nursing; Political science","routes":{"ca_aff":false,"ca_fund":false,"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":[0.003995,0.001143843,0.0009637168,0.00104308,0.0004099876,0.0009332827,0.001051565,0.001102314,0.002219552],"category_scores_gemma":[0.007415456,0.0003531978,0.001252942,0.0006975437,0.0003110989,0.0006868725,0.0007880582,0.001051097,0.0002823776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001916992,"about_ca_system_score_gemma":0.002365997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03854437,"about_ca_topic_score_gemma":0.01497003,"domain_scores_codex":[0.9991783,0.0004298361,0.00005438487,0.0001127128,0.0001112795,0.0001134495],"domain_scores_gemma":[0.9947891,0.003839826,0.000208185,0.0001587838,0.0008960061,0.0001079958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005581528,0.0007756545,0.02095649,0.0002168785,0.000196732,0.0001008537,0.00006040982,0.9458798,0.0005079824,0.0006728641,0.0009500736,0.02912399],"study_design_scores_gemma":[0.00002740284,0.0001760197,0.001146203,0.00001029937,0.00002889907,0.000008670473,0.00001911092,0.9981583,0.0002037215,0.0001058093,0.0001110145,0.000004551674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9142467,0.000786805,0.07743561,0.000842848,0.0001050468,0.0007728694,0.00143418,0.0008185548,0.003557417],"genre_scores_gemma":[0.9613656,0.0002802391,0.03585274,0.00007767723,0.00001888464,0.0005864319,0.000986279,0.00002092657,0.0008111757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03854437,"threshold_uncertainty_score":0.07664001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2225857656293423,"score_gpt":0.5135131199179211,"score_spread":0.2909273542885789,"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."}}