{"id":"W2099398646","doi":"10.1093/bioinformatics/bti170","title":"BIAS: Bioinformatics Integrated Application Software","year":2004,"lang":"en","type":"article","venue":"Computer applications in the biosciences","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Software; Object (grammar); Data mining; Relational database; Bioinformatics; Data science; Software engineering; Artificial intelligence; Programming language; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004996551,0.001346116,0.001316826,0.002315968,0.0007913494,0.002986923,0.003957835,0.00161065,0.03868812],"category_scores_gemma":[0.01753323,0.001500297,0.001268401,0.003255307,0.0008086844,0.00413722,0.00485039,0.003881905,0.03777235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000049,"about_ca_system_score_gemma":0.002624887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002176952,"about_ca_topic_score_gemma":0.001619,"domain_scores_codex":[0.9963431,0.0006993397,0.0003144275,0.0005711744,0.001785149,0.0002868249],"domain_scores_gemma":[0.9922943,0.003340911,0.0004924015,0.001069568,0.002068969,0.0007337678],"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":[0.0008560835,0.0001504443,0.003193071,0.002037673,0.0001971392,0.000337828,0.0004045243,0.00591692,0.01439381,0.03597879,0.5334812,0.4030525],"study_design_scores_gemma":[0.0005937875,0.0001807826,0.003159872,0.0004650318,0.0001360139,0.000870515,0.00007145916,0.0486313,0.01348505,0.06502773,0.8671632,0.0002153166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.002891028,0.001363982,0.5907609,0.001507353,0.000542207,0.0008653155,0.01112523,0.370988,0.01995588],"genre_scores_gemma":[0.03440148,0.002237308,0.8087072,0.003354295,0.0005767862,0.003309166,0.03902527,0.08139926,0.02698921],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03868812,"threshold_uncertainty_score":0.1294247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302460520350489,"score_gpt":0.2429522021158472,"score_spread":0.2299275969123423,"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."}}