{"id":"W4235492905","doi":"10.1042/bio04202015","title":"An interview with a <i>Forbes</i> 30 Under 30 researcher: Andy Tay Kah Ping","year":2020,"lang":"en","type":"article","venue":"The Biochemist","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biochemist; Ping (video games); Management; Art history; History; Classics; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006489963,0.0007885672,0.001371358,0.001090633,0.01627229,0.003833969,0.001091447,0.006417808,0.01264139],"category_scores_gemma":[0.02346137,0.0009879514,0.0006484651,0.0009199086,0.005766884,0.005515961,0.004025771,0.01984351,0.004949705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006794017,"about_ca_system_score_gemma":0.008281821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05426394,"about_ca_topic_score_gemma":0.06802033,"domain_scores_codex":[0.9950682,0.002847493,0.000188763,0.0003965386,0.0006759993,0.0008230504],"domain_scores_gemma":[0.9812989,0.004321509,0.0009446751,0.0003200441,0.0046104,0.008504464],"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":[0.00008860433,0.0001721273,0.002364902,0.0002285193,0.00001268126,0.001665727,0.2066584,0.00003472443,0.0006664129,0.002926853,0.7783638,0.006817192],"study_design_scores_gemma":[0.00004024387,0.0001572334,0.00282511,0.000660647,0.000008978053,0.001685065,0.4507549,0.000147092,0.0001794121,0.001094548,0.5423064,0.0001403061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05875014,0.00575691,0.001020827,0.8979583,0.01707438,0.0005187019,0.0005642523,0.0001490348,0.0182075],"genre_scores_gemma":[0.2222235,0.007018821,0.002186187,0.7001441,0.003889125,0.002069598,0.0003012018,0.0002449868,0.06192253],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05426394,"threshold_uncertainty_score":0.1078962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1233481531734381,"score_gpt":0.3804683402126728,"score_spread":0.2571201870392347,"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."}}