{"id":"W4205491630","doi":"10.1142/s0219030313000244","title":"BIOBOARD","year":2013,"lang":"en","type":"article","venue":"Asia-Pacific Biotech News","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine","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":["insufficient_payload"],"category_scores_codex":[0.0001551905,0.0001530625,0.0002350703,0.0001439719,0.00008227966,0.00004156223,0.0000946786,0.0005953709,0.001292139],"category_scores_gemma":[0.00004005198,0.0001074904,0.0001143969,0.0003852218,0.0004700606,0.0000808367,0.00004028208,0.0004685847,0.001590098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004550159,"about_ca_system_score_gemma":0.00008991356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000286186,"about_ca_topic_score_gemma":0.000008444334,"domain_scores_codex":[0.9987451,0.00002739319,0.0002729971,0.000302046,0.0003583848,0.0002941123],"domain_scores_gemma":[0.9990835,0.00002616989,0.00006620432,0.0004322843,0.0001026584,0.0002891761],"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":[0.00003617947,0.0002362775,0.0009637336,0.0001091664,0.00007477296,0.00002122952,0.0002702367,3.440393e-7,0.2302141,0.006517705,0.1385937,0.6229625],"study_design_scores_gemma":[0.001468644,0.0004454149,0.02254868,0.0001481614,0.00006918218,0.0001314361,0.001498991,0.0009610153,0.04319589,0.008205391,0.9209477,0.000379544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1107515,0.001358796,0.007007973,0.6599983,0.00180657,0.002321849,0.00001500587,0.0008846708,0.2158553],"genre_scores_gemma":[0.984812,0.0002216338,0.00516476,0.00114161,0.0003695516,0.00002655233,0.00004762734,0.00002726522,0.008189037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8740605,"threshold_uncertainty_score":0.9996208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721634720965663,"score_gpt":0.2633178198645679,"score_spread":0.2461014726549113,"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."}}