{"id":"W2041339881","doi":"10.1089/zeb.2004.1.185","title":"Investigator Profile: An Interview with Zhiyuan Gong, Ph.D.","year":2004,"lang":"en","type":"article","venue":"Zebrafish","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Computational biology","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":[0.007371996,0.0006604887,0.0008558171,0.001496958,0.008493889,0.002725662,0.001063226,0.004160221,0.01429269],"category_scores_gemma":[0.02026173,0.0007011684,0.0005136174,0.001419465,0.001453078,0.00346994,0.003571513,0.01159783,0.009853088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005930932,"about_ca_system_score_gemma":0.009593287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01215054,"about_ca_topic_score_gemma":0.0222843,"domain_scores_codex":[0.9966487,0.001600116,0.0002127327,0.0003594258,0.0006244089,0.0005544855],"domain_scores_gemma":[0.9805447,0.002650268,0.0009375638,0.0002336389,0.005003851,0.01062995],"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":[0.00003957556,0.00007501639,0.002869794,0.00008540546,0.000006028423,0.0005624588,0.00850506,0.00004211446,0.0001949616,0.0005167396,0.9774918,0.009611121],"study_design_scores_gemma":[0.00006674979,0.0001437184,0.004466947,0.0003498877,0.00001189494,0.001982856,0.0770906,0.0002182951,0.000186808,0.001070917,0.9143145,0.00009683265],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01008729,0.00298976,0.001425076,0.9580544,0.01503153,0.0006067291,0.0007897039,0.0002266187,0.01078905],"genre_scores_gemma":[0.07946054,0.008857573,0.003269115,0.8107837,0.007297008,0.003131659,0.0006735027,0.0003314478,0.08619544],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01429269,"threshold_uncertainty_score":0.04781377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1405434829202391,"score_gpt":0.3976542011275594,"score_spread":0.2571107182073203,"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."}}