{"id":"W4400981592","doi":"10.2196/56674","title":"Comparison of Analgesia Methods Through a Web Platform in Patients Undergoing Thoracic Surgery: Pilot Design, Implementation, and Validation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Pectus Deformity Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministero della Salute","keywords":"Preprint; Medicine; Surgery; Computer science; Embedded system; World Wide Web","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":[0.023025,0.001091467,0.001588997,0.001170223,0.001217609,0.001366215,0.0008228112,0.001159247,0.005272768],"category_scores_gemma":[0.03287006,0.0008087638,0.002122738,0.0008394507,0.001901306,0.001929135,0.001577635,0.002089044,0.0009798962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001653168,"about_ca_system_score_gemma":0.004367188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001418004,"about_ca_topic_score_gemma":0.001937623,"domain_scores_codex":[0.9864619,0.007616533,0.001551171,0.001170966,0.002199942,0.0009994104],"domain_scores_gemma":[0.9693411,0.01493382,0.00348923,0.002960324,0.007471694,0.001803691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.09943499,0.3384026,0.1917727,0.006308314,0.002145277,0.0006078137,0.02483257,0.002894219,0.009892072,0.001409594,0.005375864,0.316924],"study_design_scores_gemma":[0.02591654,0.711624,0.2358667,0.0008201203,0.001128501,0.0001949332,0.008834737,0.003441769,0.004016253,0.0006335544,0.007311597,0.0002112304],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972268,0.0001975473,0.002891802,0.0001345823,0.0001095824,0.0230551,0.0003784235,0.00004636416,0.0009186966],"genre_scores_gemma":[0.9112316,0.0005228729,0.02075666,0.0005532852,0.0001718039,0.06476288,0.0006072568,0.00004265987,0.001350891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.023025,"threshold_uncertainty_score":0.1217693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2924157692912747,"score_gpt":0.5763294427096636,"score_spread":0.2839136734183889,"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."}}