{"id":"W4392376384","doi":"10.31428/10317/12106","title":"Modelo artificial de sutura quirúrgica Morales Meseguer. Resultados preliminares","year":2024,"lang":"es","type":"article","venue":"","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.004247631,0.0005073236,0.0003574557,0.001320256,0.0009688408,0.003086318,0.0008526926,0.0008183331,0.02246215],"category_scores_gemma":[0.01407437,0.0001944641,0.001044052,0.000949783,0.001253593,0.001864442,0.001442851,0.001094905,0.002273317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002462295,"about_ca_system_score_gemma":0.002670013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004916381,"about_ca_topic_score_gemma":0.006540489,"domain_scores_codex":[0.9969086,0.001754862,0.0001293782,0.0002207239,0.0008386968,0.0001477325],"domain_scores_gemma":[0.9878395,0.007939333,0.0009444443,0.0004885173,0.002344385,0.0004439667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001480484,0.002785511,0.1614698,0.01123789,0.0003875135,0.002118795,0.07075309,0.009697243,0.007489905,0.1825698,0.04249138,0.5075186],"study_design_scores_gemma":[0.0002265845,0.003534139,0.2673678,0.007584784,0.0008949089,0.00202565,0.1684699,0.02363746,0.009944255,0.04684068,0.4692043,0.0002695234],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5893624,0.008901954,0.02821974,0.009435959,0.0008527858,0.002124986,0.002373418,0.000280824,0.3584478],"genre_scores_gemma":[0.9545888,0.004621337,0.01383691,0.000772783,0.00008560533,0.001054135,0.0008369274,0.00003397703,0.02416959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02246215,"threshold_uncertainty_score":0.0751434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03002546344929682,"score_gpt":0.3241661167805852,"score_spread":0.2941406533312884,"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."}}