{"id":"W4233784342","doi":"10.1142/s0219030316000136","title":"BIOBOARD","year":2016,"lang":"en","type":"article","venue":"Asia-Pacific Biotech News","topic":"Biological Research and Disease Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":[0.000130055,0.0001783308,0.0001463294,0.00004404548,0.0001064573,0.00002197621,0.0002522328,0.0002635014,0.0001475694],"category_scores_gemma":[0.000388628,0.00009873022,0.0001391686,0.0001209288,0.0003000895,0.000003641375,0.0002130556,0.00008097598,0.0003621355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001551816,"about_ca_system_score_gemma":0.00006246105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001534751,"about_ca_topic_score_gemma":0.0000219162,"domain_scores_codex":[0.9986783,0.00006404494,0.0001618654,0.0004771118,0.0001586706,0.0004600238],"domain_scores_gemma":[0.9991733,0.00002361067,0.00004001155,0.0004649333,0.00006632947,0.0002317581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001363393,0.00005143397,0.002346663,0.000005068019,0.00004131585,0.000005961261,0.000003306362,3.249218e-8,0.8441213,0.0003543819,0.06870719,0.08422696],"study_design_scores_gemma":[0.0004442443,0.0003744903,0.002276083,0.00001157174,0.000005778871,0.000004881653,0.0001430719,3.903102e-7,0.3618764,0.0005300262,0.6341324,0.0002006144],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6868375,0.01205225,0.01487397,0.04888791,0.0009304624,0.001371976,0.000566364,0.0004003216,0.2340792],"genre_scores_gemma":[0.9907201,0.002601134,0.0005397088,0.0002584136,0.000312075,0.00003512526,0.0000279744,0.00001587702,0.005489623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5654252,"threshold_uncertainty_score":0.4654639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698329902805268,"score_gpt":0.2707829231844112,"score_spread":0.2537996241563585,"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."}}