{"id":"W4401549974","doi":"10.1002/advs.202400918","title":"Profiling Dynamic Patterns of Single‐Cell Motility","year":2024,"lang":"en","type":"article","venue":"Advanced Science","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of General Medical Sciences; National Institute on Aging; National Institutes of Health; Johns Hopkins University","keywords":"Profiling (computer programming); Motility; Computer science; Biology; Cell biology","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":[0.0003141018,0.0002168589,0.000484561,0.0009618349,0.0002260888,0.0006704524,0.0003417952,0.0003853336,0.0006271002],"category_scores_gemma":[0.00115053,0.0001286748,0.0002443164,0.001144294,0.0002415923,0.0003966985,0.0003857108,0.0004416247,0.0002275869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003733149,"about_ca_system_score_gemma":0.0004087035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001894094,"about_ca_topic_score_gemma":0.003407898,"domain_scores_codex":[0.9998538,0.00001543222,0.000007810053,0.00005412897,0.00004161893,0.00002708423],"domain_scores_gemma":[0.9996101,0.0001202166,0.0000872396,0.00005929953,0.00006807613,0.00005514645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004339716,0.0001330228,0.1130287,0.0004875097,0.0001767141,0.0003311014,0.0004111806,0.09107155,0.63651,0.006327759,0.004070263,0.1470182],"study_design_scores_gemma":[0.00001839322,0.0002088438,0.2605155,0.00004765546,0.00007736492,0.0004103371,0.0003943929,0.6157221,0.107546,0.00790005,0.00705806,0.0001013381],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.911346,0.0008763512,0.08082017,0.0001796157,0.00003183375,0.00004503308,0.00388502,0.0005238534,0.002292266],"genre_scores_gemma":[0.9764923,0.0004364896,0.01974545,0.00003580596,0.0000140387,0.00006352907,0.002651371,0.00003521878,0.0005256383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001894094,"threshold_uncertainty_score":0.003766179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007772388386322916,"score_gpt":0.2717484356353025,"score_spread":0.2639760472489796,"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."}}