{"id":"W4403902304","doi":"10.1016/j.xjon.2024.10.019","title":"Commentator Discussion: Establishment of Mongolia's first independent and sustainable minimally invasive general thoracic surgery program: A Mongolian-Canadian initiative","year":2024,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Invasive surgery; Medicine; Political science; Surgery; General surgery","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":[0.01025289,0.001020349,0.001409046,0.0009144912,0.01328877,0.006385237,0.004420226,0.06591864,0.01620006],"category_scores_gemma":[0.03463322,0.001296575,0.001680603,0.001242891,0.005388612,0.006378637,0.004745639,0.06685827,0.005301304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01610146,"about_ca_system_score_gemma":0.03194935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2360233,"about_ca_topic_score_gemma":0.2642986,"domain_scores_codex":[0.9940408,0.0009571254,0.000712592,0.001044945,0.001105357,0.002139251],"domain_scores_gemma":[0.9737608,0.01001697,0.001796372,0.0004274878,0.0074273,0.006570998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004589697,0.00001739129,0.001408093,0.0001157104,0.00001933016,0.0003397251,0.001311192,0.00004726497,0.0002071267,0.002387134,0.9926549,0.001446254],"study_design_scores_gemma":[0.0001765513,0.00007668669,0.01007637,0.0007205065,0.00009242571,0.0005165862,0.01771537,0.0002335617,0.0005765141,0.002107414,0.9674612,0.0002468167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000723139,0.0002447604,0.00006067305,0.9859131,0.01197148,0.00002199814,0.0001288409,0.00001776076,0.0009182487],"genre_scores_gemma":[0.003352006,0.0002473441,0.00008010943,0.9872763,0.004775221,0.00004555187,0.00002697302,0.00002080195,0.004175632],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2360233,"threshold_uncertainty_score":0.469299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06540563994119719,"score_gpt":0.4328131092282854,"score_spread":0.3674074692870882,"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."}}