{"id":"W4289756036","doi":"10.1177/26345161221111769","title":"How I Teach It: Minimally Invasive Esophagectomy","year":2022,"lang":"en","type":"article","venue":"Foregut The Journal of the American Foregut Society","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Teamwork; Pace; Esophagectomy; Invasive surgery; Minimally invasive procedures; Medicine; General surgery; Computer science; Surgery; Esophageal cancer; Political science; Internal medicine; Geography; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001424649,0.0004553663,0.0003760983,0.0006550792,0.001377824,0.002243405,0.0006486189,0.001994311,0.006875509],"category_scores_gemma":[0.005092415,0.0001679111,0.0004897527,0.000285503,0.002271693,0.003675791,0.001719486,0.005112551,0.00530054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001083184,"about_ca_system_score_gemma":0.002327143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001828384,"about_ca_topic_score_gemma":0.003685621,"domain_scores_codex":[0.9991385,0.0002948895,0.00004459805,0.00008332078,0.0003138495,0.0001248568],"domain_scores_gemma":[0.9987953,0.0003502373,0.0001121081,0.00005076503,0.000299757,0.0003917264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009264882,0.0002701596,0.002692997,0.001905724,0.0000596812,0.001715363,0.004180437,0.0002670609,0.003191236,0.01141957,0.3976007,0.5766045],"study_design_scores_gemma":[0.00002242639,0.0002842565,0.00342962,0.002480142,0.00003728442,0.009165505,0.004651836,0.000169654,0.001046892,0.01216424,0.9664869,0.00006116209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.01535279,0.1990408,0.05513681,0.4643233,0.09884966,0.0002902856,0.0001818995,0.001780919,0.1650436],"genre_scores_gemma":[0.1390454,0.3586268,0.0881134,0.254267,0.04316723,0.0004207066,0.0002556557,0.0008789775,0.1152249],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006875509,"threshold_uncertainty_score":0.0230009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738603766299158,"score_gpt":0.2897099615539864,"score_spread":0.2723239238909949,"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."}}