{"id":"W4390120452","doi":"10.52054/fvvo.15.4.108","title":"Perspectives in adhesion prevention in gynaecological surgery","year":2023,"lang":"en","type":"article","venue":"Facts Views and Vision in ObGyn","topic":"Intestinal and Peritoneal Adhesions","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Baxter International","keywords":"Medicine; Adhesion; Intensive care medicine; Surgery; Complication","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":[],"consensus_categories":[],"category_scores_codex":[0.0006422798,0.0001103329,0.000331922,0.0004222581,0.00003668893,0.00001155847,0.00003228871,0.0001076778,0.0003826091],"category_scores_gemma":[0.0006837572,0.00007945741,0.00006107089,0.000608571,0.0000371218,0.00008574985,0.00005249794,0.0002441453,0.0001058803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007105406,"about_ca_system_score_gemma":0.00004514111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001555475,"about_ca_topic_score_gemma":0.0003491208,"domain_scores_codex":[0.9988838,0.0001230454,0.0003528004,0.0002730886,0.0001367241,0.0002304707],"domain_scores_gemma":[0.9993486,0.000414336,0.00004249446,0.0000944381,0.00002590408,0.00007415871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003921152,0.001052184,0.8828232,0.0002507646,0.000004154465,0.0007913039,0.002819351,0.00001615846,0.003778371,0.0005728268,0.003274613,0.104225],"study_design_scores_gemma":[0.0005604618,0.0003827876,0.9922752,0.0005527807,0.000002961797,0.00001475273,0.00106287,0.0004602331,0.0001316853,0.001150312,0.003313045,0.00009291685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963703,0.0005184205,0.000002698922,0.001352205,0.0001130388,0.0003046731,0.000001998794,0.00003129956,0.001305396],"genre_scores_gemma":[0.9971529,0.001633249,0.0001171789,0.00009872091,0.00003852498,0.00003532609,0.00002157897,0.0000075878,0.0008949818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.109452,"threshold_uncertainty_score":0.4189302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1097723621680917,"score_gpt":0.4041448300419783,"score_spread":0.2943724678738865,"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."}}