{"id":"W3144653166","doi":"10.1503/cjs.2164203","title":"More notable developments from the Department of Surgery of the University of Montreal","year":2021,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; Library science; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.002088788,0.001088314,0.0006650951,0.0008168046,0.004113335,0.003579559,0.00177695,0.01358139,0.03145311],"category_scores_gemma":[0.01301563,0.0005614142,0.0006980045,0.0006717226,0.001848782,0.001881892,0.001515189,0.02190528,0.01060268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01197062,"about_ca_system_score_gemma":0.0123032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08719183,"about_ca_topic_score_gemma":0.2076542,"domain_scores_codex":[0.9958139,0.000528548,0.0001605684,0.0007749317,0.001669689,0.00105238],"domain_scores_gemma":[0.9933802,0.001085814,0.0003481008,0.0001591318,0.002743834,0.002282895],"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":[0.00001091349,0.000007900066,0.0002253884,0.00003461718,0.000003182726,0.0006694699,0.0000601462,0.0000117615,0.00006790389,0.001231748,0.9925451,0.005131959],"study_design_scores_gemma":[0.00001120915,0.00001288954,0.0004524403,0.00008291192,0.000003319559,0.0007956126,0.00008651862,0.00002010809,0.0000513065,0.0004766413,0.9979891,0.00001802126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002692062,0.008507048,0.0001517419,0.8807824,0.09412859,0.00002309349,0.0001283899,0.00004390448,0.01596563],"genre_scores_gemma":[0.008562666,0.01040854,0.0003180493,0.7826091,0.08110836,0.0000360195,0.000109725,0.00007650188,0.116771],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.08719183,"threshold_uncertainty_score":0.1733686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03668277692848931,"score_gpt":0.2161258480123499,"score_spread":0.1794430710838605,"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."}}