{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003904194,0.0004884901,0.0006200619,0.0002131509,0.0002021206,0.0005423409,0.0002693192,0.0004238645,0.003607736],"category_scores_gemma":[0.0003393439,0.0003370483,0.0005481614,0.0005318087,0.0002995153,0.0002181693,0.0001597873,0.0006238653,0.001020708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409524,"about_ca_system_score_gemma":0.0002666468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003365675,"about_ca_topic_score_gemma":0.00001757045,"domain_scores_codex":[0.9968194,0.0001586936,0.0006637523,0.0008240738,0.0006127799,0.0009212577],"domain_scores_gemma":[0.9980482,0.00075166,0.00006273031,0.0004909188,0.0001218262,0.0005246302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004090403,0.001184104,0.002239869,0.003484157,0.001488023,0.007223071,0.004784186,0.001011835,0.05874388,0.576055,0.1854081,0.1542874],"study_design_scores_gemma":[0.001731803,0.002133138,0.0158532,0.00604179,0.00187103,0.0004732654,0.006802634,0.1980396,0.05681337,0.01466658,0.6936187,0.001954895],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8233454,0.06113594,0.001118249,0.04818638,0.002138814,0.00102631,0.0001912819,0.001078564,0.06177901],"genre_scores_gemma":[0.969539,0.003015603,0.0005468896,0.0006811988,0.003280215,0.0000386619,0.00006056552,0.00008351925,0.02275436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5613884,"threshold_uncertainty_score":0.9999081,"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."}}