{"id":"W4319945346","doi":"10.1242/jcs.260947","title":"First person – Konstantin Stoletov","year":2023,"lang":"en","type":"article","venue":"Journal of Cell Science","topic":"Wnt/β-catenin signaling in development and cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Wnt signaling pathway; Metastasis; Selection (genetic algorithm); Library science; Cancer; Artificial intelligence; Computer science; Signal transduction; Cell biology; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009235811,0.0000624131,0.00007606095,0.00009997335,0.0001687467,0.00003893387,0.0003811413,0.00003507904,0.00003864828],"category_scores_gemma":[0.00008162056,0.00004995685,0.0000565121,0.0004344541,0.0001689773,0.000009169221,0.00005533967,0.00008295285,0.00002851792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001956944,"about_ca_system_score_gemma":0.0002876458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001194572,"about_ca_topic_score_gemma":0.000001770235,"domain_scores_codex":[0.9991727,0.00001266699,0.0001456271,0.0001288825,0.000334962,0.000205173],"domain_scores_gemma":[0.9995103,0.0000106171,0.000137451,0.000096028,0.0001626211,0.00008293675],"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":[0.00001801181,0.00001066168,0.001601792,0.000006249533,0.000004167517,0.00001111552,0.0001543174,0.000247251,0.9820036,0.000009093796,0.01544678,0.0004869105],"study_design_scores_gemma":[0.0003007674,0.0001671919,0.006187619,0.0000281776,0.000006813152,0.00003416942,0.0004151248,0.0001171681,0.915737,0.00003268997,0.07685086,0.0001224558],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939301,0.0002961614,0.0003501974,0.0004345104,0.0004830257,0.00002725246,8.198779e-7,0.000005103927,0.004472847],"genre_scores_gemma":[0.9956216,0.0002465764,0.0009826588,0.00009057569,0.0001857178,7.390275e-7,8.316273e-7,0.000005531161,0.002865746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06626669,"threshold_uncertainty_score":0.2037181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507219989977353,"score_gpt":0.2462853867869731,"score_spread":0.2312131868871996,"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."}}