{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000143447,0.00006088811,0.00005178,0.00004468462,0.0000530582,0.0000243603,0.0001716684,0.00002482067,0.00001396023],"category_scores_gemma":[0.00004646551,0.00005642321,0.00004472542,0.0001664798,0.00006542707,0.00001273069,0.00008331062,0.00005213791,0.000005238147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002040445,"about_ca_system_score_gemma":0.00007396444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003202604,"about_ca_topic_score_gemma":0.000007737257,"domain_scores_codex":[0.9993202,0.000007217917,0.0001129887,0.0002994096,0.0001159406,0.0001442385],"domain_scores_gemma":[0.9996247,0.000006573294,0.00002762794,0.0002331479,0.00006867869,0.00003928992],"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":[0.000002771545,0.00002702826,0.0001049036,0.00002426307,0.000001781744,9.495748e-7,0.00001362363,0.0001007226,0.9954937,0.0002580341,0.000002339481,0.003969916],"study_design_scores_gemma":[0.00004258476,0.0001109881,0.0001668858,0.00002251824,0.00000313831,0.000004423411,0.00006544938,0.005490524,0.9919178,0.0001388177,0.001980388,0.00005641763],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950806,0.0005646906,0.04692518,0.00002421011,0.0003780284,0.00007281717,0.00001766499,0.00001209702,0.001199327],"genre_scores_gemma":[0.9974709,0.00005805992,0.001890936,0.0000206689,0.00001670857,0.000004467842,0.0000144249,0.000006743337,0.0005170642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04666494,"threshold_uncertainty_score":0.2300872,"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."}}