{"id":"W4392783938","doi":"10.1097/pec.0000000000003133","title":"Surgical Specialty Consultation for Pediatric Facial Laceration Repair","year":2024,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Medicine; Demographics; Family medicine; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00058635,0.0001546712,0.000138514,0.0006870243,0.000366948,0.0003302491,0.0002964233,0.0003095846,0.004036371],"category_scores_gemma":[0.005315743,0.0001116383,0.0002138537,0.000604453,0.0002602537,0.0003145888,0.0005132728,0.0004467747,0.0003062609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000648111,"about_ca_system_score_gemma":0.001207694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004630958,"about_ca_topic_score_gemma":0.01182576,"domain_scores_codex":[0.9989274,0.0002429391,0.0001643792,0.0001227062,0.0003049261,0.0002375865],"domain_scores_gemma":[0.9948606,0.0009815081,0.003012033,0.00007078332,0.0004461781,0.0006289145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002652303,0.00003148351,0.9908161,0.00007022607,0.00001253835,0.001396219,0.000417305,0.0001001805,0.0003994329,0.00002728657,0.0007935119,0.005909226],"study_design_scores_gemma":[0.000004535327,0.0001146035,0.9793988,0.0001193473,0.00001218065,0.01552799,0.002370634,0.0003140655,0.0003694792,0.00002011803,0.001741707,0.000006449062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99669,0.0006554741,0.000285593,0.0004127544,0.00002053951,0.000024729,0.0003121276,0.00001945364,0.001579155],"genre_scores_gemma":[0.9986004,0.0004500415,0.0004448491,0.0001316862,0.00002034266,0.00001506314,0.0001671545,0.000003546823,0.0001668705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004630958,"threshold_uncertainty_score":0.01350302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01710395496373663,"score_gpt":0.3149874518680211,"score_spread":0.2978834969042845,"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."}}