{"id":"W4240626736","doi":"10.1142/s0219030314000172","title":"BIOBOARD","year":2014,"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":"Malaria; Political science; Medicine; Immunology","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":[0.0002035052,0.0002133752,0.0003444578,0.0002283455,0.0001238293,0.00001567566,0.0001693171,0.004856834,0.0002852598],"category_scores_gemma":[0.0001070471,0.0001641966,0.0001492321,0.0004482337,0.0002639802,0.00004592544,0.00005631883,0.002655899,0.001196428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003107429,"about_ca_system_score_gemma":0.00004446202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000348973,"about_ca_topic_score_gemma":0.000006949374,"domain_scores_codex":[0.9987164,0.00004022105,0.0002740101,0.000411763,0.000171344,0.0003863095],"domain_scores_gemma":[0.9989302,0.00003558728,0.00007429815,0.0007556053,0.00004227308,0.0001619923],"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":[0.0003593451,0.0005362376,0.004752839,0.0001447918,0.0003622449,0.0001412795,0.0002768445,0.000002020315,0.2477865,0.05657797,0.2090584,0.4800015],"study_design_scores_gemma":[0.0009498606,0.0004126164,0.001280248,0.00006673965,0.00008206708,0.0002656762,0.0003618411,0.0001530461,0.1274737,0.0007198646,0.868008,0.0002263162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07134078,0.001370357,0.01434949,0.4013526,0.001878183,0.0009170752,0.000008793182,0.002143965,0.5066388],"genre_scores_gemma":[0.9839276,0.0007094297,0.004903736,0.001856499,0.0002696016,0.00001155886,0.0000218829,0.00003647383,0.008263196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9125869,"threshold_uncertainty_score":0.999645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008642890288355303,"score_gpt":0.2329530812389789,"score_spread":0.2243101909506236,"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."}}