{"id":"W4392597319","doi":"10.1242/jcs.262025","title":"First person – Michelle Ly","year":2024,"lang":"en","type":"article","venue":"Journal of Cell Science","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Biology; Extracellular matrix; Embryonic stem cell; Cell biology; Selection (genetic algorithm); Integrin; Library science; Cognitive science; Genetics; Cell; Psychology; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003355774,0.00004717887,0.00004840762,0.00007503176,0.00008834612,0.00008593751,0.0002133559,0.00002735094,0.0000787549],"category_scores_gemma":[0.00003673993,0.00003691589,0.00008483054,0.0001579107,0.00005272316,0.00001241515,0.00003318581,0.00008923108,0.00002170003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001980375,"about_ca_system_score_gemma":0.0001804199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002693612,"about_ca_topic_score_gemma":0.000003574433,"domain_scores_codex":[0.9994943,0.000006085344,0.000108253,0.0001130077,0.0001659444,0.0001123934],"domain_scores_gemma":[0.9996741,0.000006597241,0.00005120173,0.00009241699,0.0001023843,0.00007330954],"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":[0.000004897082,0.0000174545,0.000006953926,0.000007222205,0.000004152865,0.000009648355,0.00006703787,0.00003181527,0.9939068,0.0001136778,0.0054276,0.0004027361],"study_design_scores_gemma":[0.0000511931,0.0001834047,0.0000273718,0.00002014775,0.000007117241,0.0001155492,0.0001252803,0.001410274,0.7150031,0.00004302512,0.2829681,0.00004541083],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674627,0.004740061,0.0096714,0.0010521,0.001946576,0.0000438299,0.000002601985,0.000004708477,0.01507608],"genre_scores_gemma":[0.9954306,0.0002881424,0.0007736181,0.00007322676,0.0002543032,3.148785e-7,5.100713e-7,0.000004950833,0.003174356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2789037,"threshold_uncertainty_score":0.1505386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00900976306958601,"score_gpt":0.246476877103873,"score_spread":0.237467114034287,"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."}}