{"id":"W4401301044","doi":"10.1007/s00586-024-08405-4","title":"A classification algorithm for prioritizing surgery in Pediatric patients with idiopathic scoliosis when Long Surgical delays are expected","year":2024,"lang":"en","type":"article","venue":"European Spine Journal","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Neurosurgery; Scoliosis; Idiopathic scoliosis; Surgery; Algorithm; General surgery; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001657333,0.001220206,0.001382379,0.00396607,0.001139604,0.00252275,0.00172092,0.001586398,0.004795527],"category_scores_gemma":[0.007274772,0.0003404572,0.001001008,0.001877245,0.0002683311,0.001016707,0.001107342,0.001407162,0.001574985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001526086,"about_ca_system_score_gemma":0.003800844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0145172,"about_ca_topic_score_gemma":0.01432387,"domain_scores_codex":[0.9988348,0.0001395743,0.000219394,0.0003021802,0.0003192313,0.000184737],"domain_scores_gemma":[0.9962747,0.00128801,0.0004050248,0.00009323623,0.001594035,0.000345007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001070962,0.000864624,0.1583663,0.0002849028,0.0002675095,0.000830072,0.0002485671,0.05240748,0.003097874,0.002943513,0.05362095,0.7259971],"study_design_scores_gemma":[0.000425608,0.0005871663,0.04551133,0.0003313641,0.0004383154,0.002425686,0.0004870784,0.9168833,0.005289019,0.008579884,0.01889947,0.0001417666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2917595,0.003444192,0.6554711,0.009018355,0.001605622,0.003101185,0.01110872,0.007835772,0.01665551],"genre_scores_gemma":[0.473507,0.0007790293,0.5108856,0.0008713306,0.0004187012,0.0009906461,0.007800467,0.000175319,0.004571936],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0145172,"threshold_uncertainty_score":0.02886546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03230911395820237,"score_gpt":0.2763315996548942,"score_spread":0.2440224856966919,"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."}}