{"id":"W2053257167","doi":"10.1007/s00464-008-0221-5","title":"A model for longitudinal mentoring and telementoring of laparoscopic colon surgery","year":2008,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"Johnson and Johnson","keywords":"Medicine; Abdominal surgery; General surgery; Colorectal surgery; Hepatology; Colorectal cancer; Laparoscopic surgery; Surgery; Surgical oncology; Laparoscopy; Audit; Colectomy; Pediatric surgery; Internal medicine; 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":[0.005592674,0.001011407,0.001108949,0.001560394,0.001531842,0.003294715,0.003882619,0.002722231,0.02355342],"category_scores_gemma":[0.01618916,0.000712391,0.001442304,0.001894374,0.001560015,0.003284053,0.002198015,0.002292426,0.003028458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003773066,"about_ca_system_score_gemma":0.005167861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04715519,"about_ca_topic_score_gemma":0.04778821,"domain_scores_codex":[0.9959881,0.002440251,0.0001311618,0.0006781177,0.0002021402,0.000560158],"domain_scores_gemma":[0.9878708,0.007666423,0.001729667,0.0006749006,0.0009314406,0.001126869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002027848,0.002973483,0.1587449,0.0005194941,0.001140627,0.001592129,0.009385908,0.2260002,0.001389508,0.4945614,0.01061433,0.09105028],"study_design_scores_gemma":[0.000682388,0.001413329,0.03451733,0.0002178328,0.0005386621,0.0007085386,0.004290499,0.726592,0.0003862827,0.2144859,0.01595332,0.0002138323],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5741132,0.001725967,0.3436457,0.01547559,0.0005413083,0.001114563,0.007399002,0.001214463,0.05477023],"genre_scores_gemma":[0.936573,0.0006510832,0.02921597,0.0003095199,0.0001011349,0.00106114,0.001478069,0.00006566164,0.03054454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04715519,"threshold_uncertainty_score":0.09376144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09653288860380545,"score_gpt":0.3389145028760833,"score_spread":0.2423816142722779,"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."}}