{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001177088,0.0005933212,0.0003195794,0.00114378,0.0008598022,0.0004494555,0.0007881288,0.0004876105,0.006607438],"category_scores_gemma":[0.000694796,0.0003709748,0.0004647002,0.0009104958,0.0004024509,0.000337977,0.0005341099,0.000783739,0.00546496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897727,"about_ca_system_score_gemma":0.0008886327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001662853,"about_ca_topic_score_gemma":0.004589224,"domain_scores_codex":[0.9990095,0.0001394135,0.0001990293,0.0001700628,0.0003920762,0.00008996165],"domain_scores_gemma":[0.9996504,0.00008281055,0.0000291893,0.0001005348,0.0001041938,0.0000329748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002912585,0.0001751625,0.0007500357,0.0005612372,0.00001524422,0.000481832,0.0005210583,0.0004519876,0.9489551,0.001539582,0.005770495,0.04048688],"study_design_scores_gemma":[0.0001128419,0.001138186,0.01422776,0.0003955511,0.00006874645,0.001902269,0.0001958243,0.001637812,0.7028364,0.0005552948,0.2768504,0.00007882533],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.3923462,0.03263047,0.3667459,0.001975161,0.002496248,0.02846207,0.0402739,0.002691638,0.1323784],"genre_scores_gemma":[0.3053969,0.03868654,0.4531786,0.0008910526,0.0004206955,0.03152759,0.07021755,0.0004184716,0.09926259],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006607438,"threshold_uncertainty_score":0.02210408,"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."}}