{"id":"W4399670690","doi":"10.3138/jvme-2022-0141.pt","title":"Desenvolvimento e validação de modelo de simulação para citologia vaginal canina","year":2024,"lang":"pt","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gynecology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003791279,0.00105022,0.001099744,0.001554501,0.0008102476,0.002955474,0.001885055,0.001623716,0.004281568],"category_scores_gemma":[0.01111136,0.0007821371,0.00172281,0.000857024,0.0008199941,0.001480801,0.001455256,0.001115572,0.001034042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00169622,"about_ca_system_score_gemma":0.002468666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01060418,"about_ca_topic_score_gemma":0.007003882,"domain_scores_codex":[0.9971027,0.0006519494,0.0002052382,0.0004464635,0.001408085,0.0001856057],"domain_scores_gemma":[0.9936782,0.002722068,0.0006434408,0.0007801112,0.002008017,0.000168151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002056696,0.0008973837,0.03982296,0.004172557,0.0005333335,0.00112581,0.001018497,0.4011497,0.359956,0.009491839,0.006452539,0.1733227],"study_design_scores_gemma":[0.0001121981,0.002170461,0.0107914,0.0005917426,0.0004551295,0.0005479462,0.0004482869,0.7520024,0.2013075,0.003630233,0.02774533,0.0001975151],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5004298,0.009317219,0.4548617,0.001977309,0.001223422,0.00144807,0.004779182,0.005140577,0.02082277],"genre_scores_gemma":[0.9052725,0.003394647,0.08062674,0.0002723711,0.00005868229,0.000861227,0.001866726,0.0003131491,0.007333891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01060418,"threshold_uncertainty_score":0.0210849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1410819707294893,"score_gpt":0.4477405621533232,"score_spread":0.3066585914238339,"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."}}