{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004994001,0.0008655657,0.0009050597,0.001063115,0.00490494,0.006092261,0.001007379,0.002581052,0.0705543],"category_scores_gemma":[0.03048036,0.000476122,0.0002975579,0.0006383108,0.002590844,0.00609597,0.003962675,0.006087202,0.04418813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003435045,"about_ca_system_score_gemma":0.003667693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001766091,"about_ca_topic_score_gemma":0.001687741,"domain_scores_codex":[0.9906466,0.003312912,0.0003458954,0.001868646,0.003212728,0.0006131827],"domain_scores_gemma":[0.9769775,0.005005128,0.001422816,0.001378117,0.008496411,0.006720016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005244315,0.00004952553,0.0005404215,0.0001139757,0.000007923072,0.0004465612,0.006068241,0.00005822859,0.0008479198,0.008409173,0.9526908,0.03071466],"study_design_scores_gemma":[0.000005221989,0.00001847717,0.0002680738,0.0001135517,0.000001696542,0.0006814579,0.005142453,0.00006727377,0.0002869134,0.001425361,0.9919662,0.00002329582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02255609,0.03417293,0.01681045,0.6076486,0.131775,0.0003054641,0.001479427,0.001890194,0.183362],"genre_scores_gemma":[0.1847468,0.007675717,0.004693573,0.2137903,0.01036563,0.0004713183,0.0004602054,0.001712552,0.5760839],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0705543,"threshold_uncertainty_score":0.2360277,"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."}}