{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009249071,0.001395873,0.0007077674,0.001375504,0.001500141,0.004703423,0.001441621,0.002516025,0.7803111],"category_scores_gemma":[0.002718314,0.0005482832,0.0008251137,0.001126802,0.0005216631,0.003358145,0.00286408,0.001780252,0.5789976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008818889,"about_ca_system_score_gemma":0.001364382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00252972,"about_ca_topic_score_gemma":0.004295048,"domain_scores_codex":[0.9991627,0.00009464627,0.00005256135,0.0001924251,0.0003951825,0.0001025209],"domain_scores_gemma":[0.9982199,0.0002007529,0.00008024792,0.0003245525,0.0006769928,0.0004976307],"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":[0.000126749,0.00003313617,0.0002907191,0.0001793791,0.000009503147,0.0001714955,0.00009368016,0.000107301,0.001715844,0.004855018,0.8564891,0.1359281],"study_design_scores_gemma":[0.000007491105,0.00001365456,0.0001666233,0.00002350923,0.00000259549,0.0000625985,0.00003349273,0.00005957648,0.0002734235,0.0004164328,0.9989362,0.000004456571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001244728,0.002525963,0.004021888,0.007031161,0.006602825,0.0002391198,0.007497735,0.006769667,0.964067],"genre_scores_gemma":[0.004375846,0.001267051,0.001706136,0.00208075,0.0005373114,0.0001022557,0.005842802,0.001040433,0.9830474],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2196889,"threshold_uncertainty_score":0,"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."}}