{"id":"W4247258010","doi":"10.1142/s0219030312000638","title":"BIOBOARD","year":2012,"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":"Scholarship; Political science; Asia pacific; Library science; International trade; Business; Law; Computer 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":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001949205,0.0002126166,0.0003067442,0.0002218356,0.0001178511,0.00001049911,0.0001341916,0.004976121,0.0004859994],"category_scores_gemma":[0.00005749333,0.0001624235,0.0001489913,0.0004854068,0.0002317691,0.0001047327,0.00006043478,0.002710725,0.001662882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004547008,"about_ca_system_score_gemma":0.00004508612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002905004,"about_ca_topic_score_gemma":0.000002297671,"domain_scores_codex":[0.9986871,0.00002852073,0.0002595628,0.0002727844,0.0001704611,0.0005815547],"domain_scores_gemma":[0.9989895,0.00002372839,0.0000696291,0.0006316401,0.00003228108,0.0002531737],"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":[0.0004389634,0.001464276,0.04315981,0.0001653151,0.0006360495,0.0001579631,0.0009906791,4.767433e-7,0.3211755,0.0401412,0.3350928,0.256577],"study_design_scores_gemma":[0.0006954368,0.0001849261,0.004339295,0.00004996408,0.0001079551,0.0004814806,0.00100668,0.00001070599,0.1744804,0.0001210273,0.8182912,0.0002308648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1892375,0.01181066,0.003853153,0.3164014,0.004192992,0.001384488,0.00001917007,0.002469883,0.4706307],"genre_scores_gemma":[0.9862011,0.001206885,0.003894159,0.001144466,0.0004038784,0.00001286115,0.00002106902,0.00003362455,0.007081925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7969636,"threshold_uncertainty_score":0.99959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535908206967101,"score_gpt":0.2566526014366635,"score_spread":0.2412935193669924,"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."}}