{"id":"W4253542798","doi":"10.1142/s0219030317000210","title":"BIOBOARD","year":2017,"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":"Family medicine; Medicine; Human immunodeficiency virus (HIV); 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":[0.0001492599,0.0001813908,0.0001627144,0.00003138137,0.0005591203,0.0001329601,0.0005716461,0.0002837852,0.00006804857],"category_scores_gemma":[0.0006490902,0.0001357659,0.0001499736,0.000039031,0.0004638691,0.000005564256,0.0004493598,0.0001549113,0.0001993343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009903909,"about_ca_system_score_gemma":0.00006307307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007480634,"about_ca_topic_score_gemma":0.00006502016,"domain_scores_codex":[0.9987437,0.00004192533,0.0001454074,0.000474037,0.0001579152,0.0004369766],"domain_scores_gemma":[0.9985626,0.000009017416,0.00008435187,0.001048807,0.00006756983,0.000227628],"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":[0.0002864335,0.0001381898,0.01331043,0.00002038866,0.0001189796,0.00002716279,0.00001273097,3.189627e-7,0.7654391,0.0007868619,0.1288859,0.09097347],"study_design_scores_gemma":[0.00052039,0.0004109612,0.01922423,0.00001051942,0.00001122253,0.000006220948,0.0002981145,0.00000467529,0.2320305,0.0006426434,0.746541,0.0002994925],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5259985,0.006405262,0.001546036,0.01997536,0.0008353963,0.0008784401,0.000241136,0.000156865,0.443963],"genre_scores_gemma":[0.9929944,0.001753486,0.0006100805,0.0001907473,0.0003856971,0.00002892356,0.00005309149,0.00001472056,0.003968828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6176551,"threshold_uncertainty_score":0.5536374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0274364825723318,"score_gpt":0.3107034922855427,"score_spread":0.2832670097132109,"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."}}