{"id":"W1822944275","doi":"10.1016/j.jsurg.2015.01.016","title":"Effectiveness of Learning Advanced Laparoscopic Skills in a Brief Intensive Laparoscopy Training Program","year":2015,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Laparoscopy; Medicine; Rating scale; Anastomosis; Session (web analytics); General surgery; Surgery; Psychology","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":[0.001167774,0.0003807418,0.000743621,0.0004061504,0.0004093709,0.0003866595,0.0005226932,0.0007752975,0.004313553],"category_scores_gemma":[0.007058169,0.000272937,0.0004982195,0.0002351513,0.0002616467,0.0006017851,0.000600127,0.000912799,0.0003357292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005647324,"about_ca_system_score_gemma":0.001302501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429199,"about_ca_topic_score_gemma":0.00329812,"domain_scores_codex":[0.9993144,0.0002342418,0.00007561284,0.00009381844,0.0001290751,0.0001527204],"domain_scores_gemma":[0.9955389,0.001535665,0.0005248855,0.0001415372,0.0002337994,0.002025168],"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":[0.2296126,0.2743373,0.109864,0.001231991,0.0006352982,0.0003435569,0.001676302,0.00342091,0.01604752,0.0001976168,0.001083244,0.3615496],"study_design_scores_gemma":[0.01473096,0.3369093,0.6363156,0.0001944592,0.0007900872,0.0001661964,0.0007942506,0.002830087,0.005970751,0.000110055,0.001114495,0.00007369179],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993488,0.000113297,0.00004143902,0.0000459822,0.0000189189,0.00008700212,0.00003138254,0.000007333272,0.0003058222],"genre_scores_gemma":[0.9986975,0.0001246883,0.0002039364,0.00005060978,0.00003406862,0.0001125941,0.00008054399,0.000002536788,0.0006934955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004313553,"threshold_uncertainty_score":0.01443028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02984529616884311,"score_gpt":0.3743476296920757,"score_spread":0.3445023335232326,"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."}}