{"id":"W1811829440","doi":"10.19136/hs.a14n2.994","title":"Academic training in the certification of medical facilities in mexico","year":2015,"lang":"en","type":"article","venue":"Horizonte Sanitario","topic":"Health and Medical Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Training (meteorology); Medical education; Engineering management; Business; Medicine; Engineering; Geography; Management; Economics","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":[0.003070425,0.0002202934,0.0001237021,0.001218287,0.002487073,0.001353328,0.0007203014,0.0006823104,0.01545971],"category_scores_gemma":[0.004221523,0.0002094241,0.0001715501,0.0009687791,0.0007034899,0.0006568579,0.002375598,0.00120314,0.00128778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003661178,"about_ca_system_score_gemma":0.01975625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02159544,"about_ca_topic_score_gemma":0.05472968,"domain_scores_codex":[0.9987929,0.0003474893,0.00004926741,0.00008450597,0.0001934486,0.0005323209],"domain_scores_gemma":[0.993042,0.0005634539,0.00068044,0.0001420585,0.0009486272,0.004623456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000432297,0.002019909,0.2747145,0.001378762,0.0000344251,0.001941838,0.02043508,0.001680277,0.005887083,0.03891169,0.1801835,0.4723807],"study_design_scores_gemma":[0.0000596902,0.0006870225,0.4511681,0.001577849,0.00002236787,0.001667615,0.02104904,0.001090306,0.001609603,0.003707621,0.5173202,0.00004056254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6256037,0.01438286,0.004066522,0.1066021,0.003026915,0.000345585,0.0008551549,0.0002174531,0.2448998],"genre_scores_gemma":[0.9149749,0.01102513,0.005522476,0.005602199,0.0009528729,0.0001310327,0.0005303966,0.0000307171,0.06123032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02159544,"threshold_uncertainty_score":0.05171788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3372931872007092,"score_gpt":0.4952328903345004,"score_spread":0.1579397031337912,"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."}}