{"id":"W2036668609","doi":"10.1002/bmb.72","title":"Commentary: Tribute to Herman T. Epstein (1920–2007)","year":2007,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Cancer and biochemical research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tribute; Sociology; Social studies; Mentorship; Mathematics education; Psychology; Media studies; Law; Medical education; Medicine; Political science","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":[0.0003163753,0.0001990449,0.0001410865,0.00005563319,0.0000931132,0.0000213257,0.0002163252,0.0002909069,0.00003448774],"category_scores_gemma":[0.000146721,0.0002004705,0.0000711695,0.0001455175,0.0001480084,0.000002697403,0.000182371,0.0001315511,0.00001128478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005014659,"about_ca_system_score_gemma":0.0001700949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007786626,"about_ca_topic_score_gemma":0.00001393766,"domain_scores_codex":[0.9986771,0.00003594168,0.0002233227,0.0005424375,0.000101186,0.0004200429],"domain_scores_gemma":[0.999097,0.0000151276,0.00005078829,0.0003752124,0.0001199689,0.0003419195],"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":[0.0001867773,0.0001098808,0.001057665,0.00002321029,0.00003232892,0.000001762316,0.00001402654,1.574132e-7,0.9278262,0.00005352015,0.04862052,0.02207394],"study_design_scores_gemma":[0.0002444088,0.000156662,0.0005288509,0.00001213101,0.00001083502,0.00001983426,0.00007738994,4.735794e-7,0.7450956,0.0001003542,0.253565,0.0001884261],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864989,0.00186131,0.002863631,0.006426569,0.0002727909,0.0002698202,0.00004632131,0.00001675301,0.001743903],"genre_scores_gemma":[0.9856281,0.0001182784,0.001048005,0.009926106,0.0006531447,0.00004694322,0.00130221,0.00002007374,0.001257087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2049445,"threshold_uncertainty_score":0.8174949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007370172260707922,"score_gpt":0.3370656462543659,"score_spread":0.329695473993658,"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."}}