{"id":"W4238522445","doi":"10.1142/s0219030314000020","title":"BIOBOARD","year":2014,"lang":"en","type":"article","venue":"Asia-Pacific Biotech News","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Summit; Disease; Medicine; Pathology; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007857491,0.0001991134,0.000374842,0.0003307477,0.0001294133,0.00003382948,0.0002526888,0.0002440039,0.0004307623],"category_scores_gemma":[0.0004978342,0.0001417084,0.0001214939,0.0007799714,0.0003988933,0.0000832126,0.00006404251,0.0004675628,0.0009597887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006619954,"about_ca_system_score_gemma":0.0001592809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002000934,"about_ca_topic_score_gemma":0.00002498626,"domain_scores_codex":[0.9978126,0.00006158002,0.0002858035,0.0005039519,0.0007216577,0.0006144207],"domain_scores_gemma":[0.998366,0.00007719569,0.00006214376,0.0008204371,0.0001123064,0.0005619254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002079646,0.0002865313,0.01173768,0.0001295397,0.00005046796,0.00009298979,0.0006416013,5.726192e-7,0.2644375,0.002760994,0.16179,0.5578642],"study_design_scores_gemma":[0.001719236,0.0008595317,0.008476109,0.0001135839,0.00004244075,0.0001715048,0.002107519,0.0003390006,0.07136998,0.0003125471,0.9142703,0.0002181887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2505976,0.0008806152,0.00682634,0.06590503,0.001673814,0.001277746,0.00000979882,0.000687658,0.6721414],"genre_scores_gemma":[0.9787092,0.0003273649,0.002720602,0.001476198,0.0008604876,0.0000185262,0.00001977816,0.00003020678,0.01583759],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7524804,"threshold_uncertainty_score":0.9998181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.024647752092738,"score_gpt":0.3030174047983857,"score_spread":0.2783696527056477,"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."}}