{"id":"W4404167467","doi":"10.70472/dgeu2640","title":"A champion of perseverance","year":2024,"lang":"en","type":"article","venue":"Pathways.","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Champion; Philosophy; Political science; Law","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":[0.00005469934,0.00004409639,0.0001087573,0.00004061692,0.000008567259,0.000005335725,0.00001998063,0.00002070941,0.0001482891],"category_scores_gemma":[0.00003838147,0.00003205372,0.00006750531,0.00009107318,0.0000181769,0.00002697659,0.000007015427,0.000006235045,0.000147678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001845422,"about_ca_system_score_gemma":0.0001065058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001103066,"about_ca_topic_score_gemma":3.110145e-7,"domain_scores_codex":[0.999608,0.000007841651,0.00009996339,0.0000937923,0.0001236638,0.00006670372],"domain_scores_gemma":[0.9997719,0.0000279268,0.00001174057,0.0001121076,0.00002400105,0.00005230348],"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":[0.0007702211,0.001399879,0.08410291,0.02520662,0.0007461516,0.002220855,0.03141719,0.00001209156,0.4200989,0.07146488,0.05787792,0.3046824],"study_design_scores_gemma":[0.01244716,0.00263704,0.3159736,0.02239578,0.001558851,0.002026554,0.009967537,0.02039437,0.3218,0.008975755,0.2802438,0.001579602],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488268,0.01166669,0.0002457596,0.0002192824,0.000366034,0.0001618126,0.00001944785,0.0001191656,0.03837494],"genre_scores_gemma":[0.9987958,0.0000362821,0.00008970415,0.00009727692,0.0001316114,0.000009107972,0.000005609189,0.000007411092,0.0008271929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3031028,"threshold_uncertainty_score":0.1898151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02464874629725375,"score_gpt":0.2711573364901737,"score_spread":0.24650859019292,"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."}}