{"id":"W4297249101","doi":"10.1002/cpz1.565","title":"Modulating Myogenesis: An Optimized <i>In Vitro</i> Assay to Pharmacologically Influence Primary Myoblast Differentiation","year":2022,"lang":"en","type":"article","venue":"Current Protocols","topic":"Muscle Physiology and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"MYF5; MyoD; Myogenesis; Myogenic regulatory factors; Myosin; Myogenin; Biology; Cellular differentiation; Myocyte; Myogenic contraction; Cell biology; MyoD Protein; Genetics; Gene; Endocrinology","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":[0.0003740508,0.0001739275,0.0001890396,0.00006280016,0.0001903077,0.00002270244,0.0003528152,0.00006113984,0.0000719661],"category_scores_gemma":[0.00006332829,0.0001763404,0.00007098874,0.0001627417,0.00003101785,0.00001249211,0.0003804439,0.0001870394,0.000004703842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004317658,"about_ca_system_score_gemma":0.00008467733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003233566,"about_ca_topic_score_gemma":0.000001422137,"domain_scores_codex":[0.9982907,0.0004379233,0.0002938175,0.0005056118,0.0001710995,0.0003008346],"domain_scores_gemma":[0.99944,0.00001632882,0.000117573,0.0002753806,0.00004827473,0.000102482],"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":[0.001548169,0.0005423156,0.001897262,0.00004098951,0.00001079845,8.502519e-7,0.00004593582,0.03127718,0.950963,0.00001133297,0.0001839722,0.01347819],"study_design_scores_gemma":[0.01304871,0.003668228,0.1855609,0.0001064491,0.0000504159,0.000007855307,0.0001888753,0.009479231,0.7459725,0.0005872948,0.03948404,0.001845589],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743422,0.0000581825,0.002025855,0.0000619619,0.00009502932,0.02323204,0.0000334413,0.00002990055,0.0001213745],"genre_scores_gemma":[0.8617617,0.000004213498,0.0007029748,0.000691254,0.00007818165,0.1363998,0.0003263544,0.00001656511,0.00001893009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2049906,"threshold_uncertainty_score":0.7190953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02307534943566197,"score_gpt":0.3266529966996641,"score_spread":0.3035776472640021,"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."}}