{"id":"W4377565740","doi":"10.1002/cpz1.788","title":"The Isolation, Culture, and Cryopreservation of Human Rectus Sheath Fibroblasts","year":2023,"lang":"en","type":"article","venue":"Current Protocols","topic":"Hernia repair and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Collagenase; Cryopreservation; Connective tissue; Rectus sheath; Anatomy; Medicine; Surgery; Abdominal wall; Wound healing; Biology; Pathology; Cell biology; Embryo; Biochemistry","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":[0.0003050886,0.00007228945,0.000113066,0.00004593343,0.0001238301,0.00002425427,0.0000608841,0.00002824754,0.00002113921],"category_scores_gemma":[0.0001053048,0.00004543062,0.00003698745,0.0002051251,0.00004047958,0.0000651032,0.00006886693,0.00008029591,0.00001512177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001467674,"about_ca_system_score_gemma":0.00002159576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004231214,"about_ca_topic_score_gemma":0.000004742073,"domain_scores_codex":[0.9992934,0.00003466729,0.0002137928,0.0001365378,0.000193464,0.0001281031],"domain_scores_gemma":[0.9995345,0.00002865137,0.00007046419,0.0002255372,0.00009333363,0.00004744034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007488338,0.000628697,0.1360427,0.006389325,0.0002320687,0.000008301176,0.005447171,0.00003808163,0.03735432,0.02921123,0.5456601,0.2382392],"study_design_scores_gemma":[0.001432905,0.0005785676,0.1306599,0.0007207412,0.00002740063,0.000001529205,0.0001076065,0.001261446,0.002727388,0.002012403,0.8603752,0.00009498664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.3241649,0.001045154,0.002673996,0.005066968,0.0005631975,0.6307341,0.00003326752,0.00135894,0.03435946],"genre_scores_gemma":[0.5803186,0.0004486647,0.0007818462,0.0001751381,0.0008619925,0.3980342,0.0002437088,0.00008761794,0.01904825],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.3147151,"threshold_uncertainty_score":0.1852607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07234326454082358,"score_gpt":0.405092546329634,"score_spread":0.3327492817888104,"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."}}