{"meta":{"query_hash":"24d7d554390a","filters":{"venue":"Minimally Invasive Surgery"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/24d7d554390a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Minimally+Invasive+Surgery"},"results":[{"id":"W1588723503","doi":"10.1155/2015/730513","title":"Clinical Effectiveness of Modified Laparoscopic Fimbrioplasty for the Treatment of Minimal Endometriosis and Unexplained Infertility","year":2015,"lang":"en","type":"article","venue":"Minimally Invasive Surgery","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Infertility; Medicine; Endometriosis; Pregnancy; Unexplained infertility; Laparoscopy; Algorithm; Pregnancy rate; Cohort; Retrospective cohort study; Gynecology; Obstetrics; Surgery; Internal medicine; Mathematics; Biology","score_opus":0.11911369972693406,"score_gpt":0.3698255641105503,"score_spread":0.25071186438361626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1588723503","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9893968,0.009309061,0.00018825365,0.00018221076,0.000030653642,0.00005912821,0.000057267833,0.000008974734,0.0007676263],"genre_scores_gemma":[0.9984861,0.000933668,0.00026438944,0.00007200505,0.00008390175,0.000026411662,0.00006719691,9.989001e-7,0.00006533478],"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","domain_scores_codex":[0.99942917,0.00029170778,0.000044762153,0.00004888008,0.00013481904,0.00005055999],"domain_scores_gemma":[0.99804866,0.0009892329,0.0006345159,0.000045908455,0.000045964178,0.00023579116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008253311,0.00019858671,0.00037909133,0.0003458208,0.000151621,0.00021654282,0.00024537955,0.0003227302,0.0009734598],"category_scores_gemma":[0.00637338,0.00010098442,0.00037692435,0.00014845507,0.00029265322,0.00025390668,0.00024063484,0.00019008372,0.000068738744],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.029493524,0.002090155,0.6587615,0.00073570193,0.0006611962,0.0018106749,0.0001672305,0.0009420384,0.003780723,0.0001322834,0.00083413377,0.30059084],"study_design_scores_gemma":[0.001919002,0.033346247,0.9539611,0.00017307159,0.00023139098,0.006934362,0.00017866906,0.0007892997,0.00075791636,0.0000835406,0.001603095,0.000022367],"about_ca_topic_score_codex":0.0003282164,"about_ca_topic_score_gemma":0.0006174498,"teacher_disagreement_score":0.0009734598,"about_ca_system_score_codex":0.00021448795,"about_ca_system_score_gemma":0.00027032036,"threshold_uncertainty_score":0.0043647885},"labels":[],"label_agreement":null},{"id":"W1996390374","doi":"10.1155/2012/317249","title":"Patient Perceptions of Natural Orifice Translumenal Surgery","year":2012,"lang":"en","type":"article","venue":"Minimally Invasive Surgery","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Hotel Dieu Hospital; Kingston General Hospital; Queen's University","funders":"Queen's University","keywords":"Algorithm; Body mass index; Medicine; Machine learning; Surgery; Mathematics; Computer science; Internal medicine","score_opus":0.030816769436764643,"score_gpt":0.27222701259805815,"score_spread":0.2414102431612935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996390374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9975914,0.00019685453,0.0000745429,0.0005377776,0.000011463029,0.000011525774,0.000041635707,0.00000302358,0.0015318616],"genre_scores_gemma":[0.9994185,0.00014249791,0.0000795543,0.00016101646,0.0000073100487,0.000004440307,0.00001909844,0.0000010383816,0.00016653548],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9978758,0.00087099575,0.00014952169,0.00008595337,0.00069691485,0.00032075282],"domain_scores_gemma":[0.99419594,0.001790972,0.0015892226,0.000101925274,0.0008713721,0.0014505808],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027651398,0.00013796554,0.0002234641,0.00040776763,0.0010184811,0.0010534895,0.00026307773,0.0004900591,0.0029073807],"category_scores_gemma":[0.008905351,0.00012107607,0.00039412954,0.0002933496,0.0009046558,0.000510599,0.0008386528,0.00069179235,0.00019913053],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00066610496,0.00029850175,0.902752,0.00024086791,0.00009305558,0.0011572064,0.055762317,0.0002448606,0.0026039898,0.00036703254,0.0021020288,0.033711996],"study_design_scores_gemma":[0.00004690749,0.001960524,0.8333729,0.00020240618,0.00006623248,0.0023349046,0.15452115,0.0006179935,0.00051514583,0.00026230628,0.0059886985,0.00011089504],"about_ca_topic_score_codex":0.016852213,"about_ca_topic_score_gemma":0.020528607,"teacher_disagreement_score":0.016852213,"about_ca_system_score_codex":0.0011399785,"about_ca_system_score_gemma":0.0013058666,"threshold_uncertainty_score":0.03350824},"labels":[],"label_agreement":null},{"id":"W2093038382","doi":"10.1155/2013/153235","title":"Standardization of Laparoscopic Pelvic Examination: A Proposal of a Novel System","year":2013,"lang":"en","type":"article","venue":"Minimally Invasive Surgery","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Pelvis; Laparoscopy; Pelvic examination; Radiology; General surgery; Surgery","score_opus":0.023015831632567707,"score_gpt":0.25413309136877615,"score_spread":0.23111725973620845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093038382","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033267356,0.0059917006,0.8995115,0.03820421,0.0048952433,0.004014817,0.000896304,0.004214759,0.009004031],"genre_scores_gemma":[0.06497159,0.0011158888,0.9260419,0.0020604518,0.0017047538,0.002358448,0.00077382097,0.00018573197,0.000787346],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9544965,0.022354854,0.008408,0.005130084,0.008531801,0.0010787285],"domain_scores_gemma":[0.9226603,0.02078643,0.009488922,0.010534608,0.0332709,0.0032588788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.053550538,0.0014905228,0.0016359268,0.013576984,0.002496438,0.007656927,0.0043788035,0.0033255478,0.0021270947],"category_scores_gemma":[0.07377373,0.0011050628,0.0022634647,0.0066846483,0.0067368075,0.0082724625,0.008058015,0.00330926,0.0014462542],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006822871,0.0006740454,0.19907564,0.0020112926,0.00039124928,0.0009567959,0.0050007845,0.003835167,0.007160731,0.060440116,0.027946932,0.6918249],"study_design_scores_gemma":[0.001508711,0.008221014,0.2800434,0.006833479,0.0022530833,0.020185098,0.013950616,0.11385447,0.015133513,0.1293027,0.40671313,0.0020007486],"about_ca_topic_score_codex":0.003040897,"about_ca_topic_score_gemma":0.002198986,"teacher_disagreement_score":0.053550538,"about_ca_system_score_codex":0.0033323918,"about_ca_system_score_gemma":0.013893016,"threshold_uncertainty_score":0.2832057},"labels":[],"label_agreement":null},{"id":"W2482490953","doi":"10.1155/2016/1372685","title":"Analysis of a Standardized Technique for Laparoscopic Cuff Closure following 1924 Total Laparoscopic Hysterectomies","year":2016,"lang":"en","type":"article","venue":"Minimally Invasive Surgery","topic":"Pelvic floor disorders treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Closure (psychology); Laparoscopic surgery; Laparoscopy; Surgery","score_opus":0.02149406977484013,"score_gpt":0.2832156627417948,"score_spread":0.2617215929669547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2482490953","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99571013,0.0025968528,0.0008431422,0.00003066317,0.000017440214,0.00008367958,0.000297329,0.000015388528,0.00040537384],"genre_scores_gemma":[0.99576604,0.001300391,0.0017448225,0.000055619366,0.000040157673,0.00008659808,0.0008454337,0.000011531994,0.00014946505],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977125,0.0004804545,0.00043891242,0.00025133224,0.0009973932,0.000119421005],"domain_scores_gemma":[0.98573893,0.0038420542,0.008086889,0.0008726089,0.0010125791,0.00044688993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016695466,0.00027952789,0.00027449915,0.00196216,0.00025579392,0.00048075186,0.0003955318,0.00030984328,0.00079983246],"category_scores_gemma":[0.013297804,0.00018780513,0.0006006892,0.0013692622,0.00046601932,0.0002748663,0.00037839814,0.00025654887,0.00014464871],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002796594,0.000054505017,0.9674261,0.0002692628,0.00014429844,0.0009156151,0.00015557124,0.00011952224,0.0019484832,0.000047913163,0.00025726476,0.028381664],"study_design_scores_gemma":[0.000020387795,0.0006654598,0.9915097,0.00005971102,0.00007114553,0.0058303513,0.00018376281,0.00012977593,0.0006534001,0.000015001567,0.0008520448,0.0000093120725],"about_ca_topic_score_codex":0.00095693377,"about_ca_topic_score_gemma":0.0018139224,"teacher_disagreement_score":0.00196216,"about_ca_system_score_codex":0.0005610454,"about_ca_system_score_gemma":0.00082000747,"threshold_uncertainty_score":0.008829474},"labels":[],"label_agreement":null},{"id":"W4322767279","doi":"10.1155/2023/3894561","title":"Laparoscopic vs. Robotic Gastrectomy in Patients with Situs Inversus Totalis: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"Minimally Invasive Surgery","topic":"Intestinal Malrotation and Obstruction Disorders","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Situs inversus; Medicine; Gastrectomy; General surgery; Surgery; Internal medicine; Cancer","score_opus":0.04271330507101259,"score_gpt":0.29286709439335634,"score_spread":0.2501537893223438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322767279","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017306259,0.9972747,0.00008620565,0.00018434279,0.00006322236,0.00016556465,0.00031607627,0.000004295116,0.00017494267],"genre_scores_gemma":[0.029954942,0.96781456,0.00046362102,0.00066717254,0.00012570662,0.0006029874,0.0002727354,0.0000057322923,0.000092719776],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9945662,0.0015753317,0.0024315638,0.00047172193,0.0008075804,0.00014765623],"domain_scores_gemma":[0.9800305,0.014064955,0.004297377,0.00018233717,0.0012198669,0.00020502359],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005107261,0.0009948864,0.007495203,0.0066923,0.00043509688,0.001899888,0.0014431573,0.0014435325,0.0030383144],"category_scores_gemma":[0.022946421,0.0006717642,0.006414133,0.007209037,0.0006561339,0.0018399049,0.0009641691,0.0007501803,0.00019657174],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003281382,0.000013106665,0.0015091508,0.9619457,0.01039079,0.000089661815,0.00012739903,0.00005223726,0.00013002021,0.000107293534,0.0007372707,0.024569137],"study_design_scores_gemma":[0.00063096214,0.0004710823,0.009528458,0.8417501,0.13190301,0.00087865815,0.00043356544,0.00012840332,0.000210887,0.00029355063,0.013724761,0.00004645385],"about_ca_topic_score_codex":0.00398787,"about_ca_topic_score_gemma":0.010247494,"teacher_disagreement_score":0.007495203,"about_ca_system_score_codex":0.0019788237,"about_ca_system_score_gemma":0.00602916,"threshold_uncertainty_score":0.027010083},"labels":[],"label_agreement":null}]}