{"id":"W4235716843","doi":"10.1142/s0219030315000828","title":"BIOBOARD","year":2015,"lang":"en","type":"article","venue":"Asia-Pacific Biotech News","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Management; Political science; Health care; Medicine; Library science; Engineering; Family medicine; Law","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":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0002072264,0.0002081703,0.0003276995,0.0002347432,0.00007344547,0.00001604346,0.0001659212,0.004835338,0.0001384278],"category_scores_gemma":[0.0001137664,0.000159845,0.0001218847,0.0005516965,0.0002621587,0.00006239342,0.00006780889,0.002599324,0.00140693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006509284,"about_ca_system_score_gemma":0.0001572769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006073338,"about_ca_topic_score_gemma":0.000007910499,"domain_scores_codex":[0.9987169,0.00003058444,0.0002706192,0.0003799766,0.0002253348,0.0003765912],"domain_scores_gemma":[0.9988508,0.00001645837,0.00006999828,0.0006790353,0.00008055236,0.0003031752],"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":[0.0007081683,0.0006741897,0.005767105,0.00007918223,0.0004184925,0.0007363822,0.0007662871,0.000002920858,0.07287729,0.01782833,0.7457567,0.154385],"study_design_scores_gemma":[0.001563348,0.000524912,0.000452259,0.00005755117,0.00009114037,0.0005835732,0.002184175,0.00006074198,0.09559709,0.0007676549,0.8978714,0.0002461458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07864375,0.00432057,0.003495696,0.435213,0.002483669,0.001058488,0.00001440733,0.002131096,0.4726393],"genre_scores_gemma":[0.9769076,0.0008015595,0.006324925,0.001586824,0.0002870729,0.00001515148,0.00003330862,0.00004352432,0.01400011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8982638,"threshold_uncertainty_score":0.9997017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02924314976163211,"score_gpt":0.2673343073317539,"score_spread":0.2380911575701218,"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."}}