{"id":"W3165714208","doi":"10.1007/978-1-0716-1382-5_3","title":"Myofibroblast Markers and Microscopy Detection Methods in Cell Culture and Histology","year":2021,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Myofibroblast; Fibroblast; Phenotype; Fibrosis; Immunofluorescence; Cell biology; Pathology; In vitro; Cell; Actin; Biology; Immunology; Medicine; Genetics; Antibody; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007860746,0.0002041882,0.0002954679,0.0001400348,0.00005019783,0.00001876307,0.00009506285,0.0004632332,0.00002360408],"category_scores_gemma":[0.0003302262,0.0002135736,0.00007140443,0.000200183,0.0001167437,0.000003926669,0.0002362957,0.0002896562,8.271658e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003242036,"about_ca_system_score_gemma":0.00004621756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005127221,"about_ca_topic_score_gemma":0.0001615948,"domain_scores_codex":[0.9970371,0.001665019,0.0003140539,0.0006562599,0.00002924741,0.000298282],"domain_scores_gemma":[0.9994296,0.00006640723,0.00008492974,0.0002936989,0.00005518154,0.00007014295],"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":[0.00005749556,0.00004597917,0.000377834,0.00002323882,0.00002101091,0.00002351632,0.00005110296,0.000006616608,0.9739097,0.0004008475,0.00001560065,0.02506701],"study_design_scores_gemma":[0.0004735005,0.0002722976,0.000219814,0.00001104633,0.00001602008,0.0001727539,0.000175294,0.0004146504,0.9587752,0.002358564,0.03689709,0.0002137681],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09471274,0.008572984,0.8952283,0.0001120731,0.0003263899,0.0001392949,0.000006273494,0.000006885819,0.000895055],"genre_scores_gemma":[0.0416483,0.001312078,0.9559817,0.0004401345,0.00003358227,0.00003893751,0.00006261905,0.0000289198,0.0004537274],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0607534,"threshold_uncertainty_score":0.8709279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008931477317807688,"score_gpt":0.3634548653161371,"score_spread":0.3545233879983294,"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."}}