{"id":"W1604445486","doi":"10.26443/mjm.v10i2.648","title":"Surgery through the keyhole: a new view of an old art","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Keyhole; Medicine; Surgery; General surgery; Mechanical engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00762503,0.0007009241,0.0009040611,0.001535516,0.007455988,0.01171552,0.002251679,0.009148444,0.03733837],"category_scores_gemma":[0.01833148,0.0004159735,0.0005780724,0.001056679,0.02190233,0.01570887,0.006094231,0.01954281,0.005259565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005702651,"about_ca_system_score_gemma":0.01235283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01273116,"about_ca_topic_score_gemma":0.03617884,"domain_scores_codex":[0.9949315,0.001462553,0.0002012939,0.0004945905,0.002294671,0.0006154457],"domain_scores_gemma":[0.9903775,0.003509192,0.0004650689,0.0006876587,0.002549036,0.002411518],"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":[0.00009671347,0.00004264629,0.0003426393,0.0003821129,0.00001092303,0.0003194593,0.001335231,0.00009045974,0.0003365111,0.09821313,0.8187476,0.08008256],"study_design_scores_gemma":[0.00001228937,0.00002588364,0.0002871832,0.0009444845,0.000005472081,0.0004885121,0.001803838,0.00009474489,0.00007756717,0.02726242,0.9689706,0.00002712779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001393064,0.06270039,0.002320073,0.7357268,0.07301003,0.0000213328,0.0000755084,0.000131249,0.1246217],"genre_scores_gemma":[0.07880739,0.1142513,0.004956577,0.5820159,0.1042125,0.0001361761,0.0001283306,0.0005360459,0.1149559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03733837,"threshold_uncertainty_score":0.1249093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1407534268661949,"score_gpt":0.3501436208797458,"score_spread":0.2093901940135509,"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."}}