{"id":"W1984232101","doi":"10.1097/00000658-200005000-00012","title":"Hand-Assisted Laparoscopic Surgery (HALS) With the HandPort System","year":2000,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":184,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; Surgery; Pneumoperitoneum; Laparoscopy; Nephrectomy; Laparoscopic surgery; General surgery; Abdomen","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001435998,0.0002473844,0.001059872,0.0001984671,0.0001216512,0.00003158915,0.0001148019,0.0001382553,0.0009152459],"category_scores_gemma":[0.0001677741,0.0001448147,0.0004291114,0.0005122068,0.000394177,0.0001063584,0.00002110489,0.0001959917,0.00007008818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001798924,"about_ca_system_score_gemma":0.0002461758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008692662,"about_ca_topic_score_gemma":0.000006749395,"domain_scores_codex":[0.9978558,0.0001497693,0.0006598758,0.0003182259,0.0005748293,0.0004414615],"domain_scores_gemma":[0.9969885,0.001572613,0.0002549195,0.0006332505,0.0003651032,0.0001855643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003879136,0.0009638875,0.3536075,0.00261926,0.001178006,0.002648747,0.0002950875,0.000003456113,0.006794536,0.0006244336,0.5423744,0.08501154],"study_design_scores_gemma":[0.0007822484,0.0003793321,0.4963147,0.0058193,0.0003243429,0.001335243,0.0003571713,0.00001785127,0.3246423,0.00006241551,0.1691947,0.0007703381],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774873,0.001156102,0.00001756169,0.003156077,0.00006598983,0.0003284834,0.00001954783,0.0002152562,0.01755374],"genre_scores_gemma":[0.9955708,0.0006975222,0.00005514479,0.001369548,0.0001408452,0.00007338079,0.00003284697,0.00004094652,0.002019013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3731797,"threshold_uncertainty_score":0.999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2173576551682253,"score_gpt":0.3401620608501458,"score_spread":0.1228044056819205,"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."}}