{"id":"W4404055407","doi":"10.1016/j.bpj.2024.11.003","title":"A comprehensive method to analyze single-cell vibrations","year":2024,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vibration; Biological system; Computer science; Chemistry; Physics; Acoustics; Biology","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":[0.00004758002,0.0001125085,0.0001507683,0.0001844196,0.00007509748,0.0002697993,0.00009414476,0.0000391281,0.0001981422],"category_scores_gemma":[0.000004697723,0.00009614258,0.0001796839,0.0005610511,0.00001170612,0.0001588361,0.00001701966,0.0002208783,0.0004598494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006480694,"about_ca_system_score_gemma":0.00001899378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001841189,"about_ca_topic_score_gemma":0.00000123587,"domain_scores_codex":[0.9993272,0.0000378789,0.0001950451,0.0001182739,0.0001642511,0.0001573762],"domain_scores_gemma":[0.999589,0.00006369947,0.000012226,0.00009250543,0.00004981885,0.0001927824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002744233,0.00003713007,0.000002697608,0.00002484551,0.0001121374,0.00003833826,0.0002136412,0.1723373,0.8124574,0.0009301937,0.006155057,0.007688567],"study_design_scores_gemma":[0.00007790243,0.00004753106,0.00007712666,0.00002236469,0.00007204837,0.00003703975,0.00009135276,0.9587393,0.01853409,0.0002417032,0.02190538,0.0001540979],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01771151,0.00008884696,0.9782298,0.000580952,0.000279063,0.0000389463,0.000009654171,0.0001984273,0.002862787],"genre_scores_gemma":[0.9598265,0.00001380423,0.03890302,0.0002451554,0.0005864316,0.000003433893,0.000007210332,0.00002724763,0.0003872134],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9421149,"threshold_uncertainty_score":0.5910587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612048072547733,"score_gpt":0.2654059174982072,"score_spread":0.2492854367727299,"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."}}