{"id":"W2805952772","doi":"10.3390/children5060069","title":"Specialized Care without the Subspecialist: A Value Opportunity for Secondary Care","year":2018,"lang":"en","type":"article","venue":"Children","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"Commonwealth Fund","keywords":"Value (mathematics); Medicine; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004313539,0.0002458705,0.0003745581,0.00006243825,0.002942896,0.00002498809,0.0004341464,0.0002174857,0.001165939],"category_scores_gemma":[0.0002143118,0.0001691436,0.0001714984,0.0001558092,0.0002305119,0.00008185227,0.0001601435,0.0007231057,0.0002297772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002526169,"about_ca_system_score_gemma":0.001680419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005732537,"about_ca_topic_score_gemma":0.002910422,"domain_scores_codex":[0.9976859,0.0004527966,0.0004981036,0.000415987,0.0002424055,0.0007047879],"domain_scores_gemma":[0.9981394,0.0001753452,0.0002516629,0.0006867549,0.0004199577,0.0003268298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007899182,0.000146841,0.3595189,0.001181493,0.0001475279,0.0000034594,0.2179036,5.661863e-7,0.00005091253,0.02554409,0.3324542,0.06225847],"study_design_scores_gemma":[0.004106623,0.0001922495,0.555927,0.0004224631,0.00006930315,0.00000474898,0.03039749,0.000004843926,0.0001040274,0.001001451,0.4074092,0.0003606212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8824587,0.001756289,0.000143637,0.004131096,0.00392457,0.006339095,0.001504965,0.0003106287,0.09943101],"genre_scores_gemma":[0.9682658,0.00008079308,0.0002447644,0.01093986,0.01823546,0.00004432893,0.0007326336,0.00007231064,0.001384022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1964081,"threshold_uncertainty_score":0.9997472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0549944933607516,"score_gpt":0.4019051253332548,"score_spread":0.3469106319725032,"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."}}