{"id":"W4414885119","doi":"10.59350/fvedh-4pa69","title":"BOSC 2024","year":2023,"lang":"en","type":"article","venue":"","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open source; Theme (computing); Key (lock)","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":[0.003508885,0.001222769,0.001032776,0.002549644,0.003399372,0.007848715,0.002579876,0.002797755,0.7455215],"category_scores_gemma":[0.008398928,0.00080619,0.0008856441,0.002313255,0.000892428,0.004243182,0.004325064,0.003034006,0.6748553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004252987,"about_ca_system_score_gemma":0.006918107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04692248,"about_ca_topic_score_gemma":0.07106756,"domain_scores_codex":[0.997797,0.0002905761,0.00005980672,0.000326536,0.001035085,0.0004909497],"domain_scores_gemma":[0.9926229,0.0005154208,0.0001807622,0.0007934467,0.003228425,0.002659117],"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":[0.00004475225,0.000009307767,0.00004455543,0.000034513,0.000001837497,0.0000155068,0.00001662319,0.0000451726,0.0002107125,0.002455786,0.9870219,0.01009931],"study_design_scores_gemma":[0.00001469869,0.000005377608,0.0001398028,0.00002053491,0.000001212023,0.00001356206,0.00001758117,0.0001345327,0.0001790601,0.0007499292,0.998714,0.000009683212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008897166,0.001140866,0.01033006,0.01018306,0.005767265,0.0004185626,0.06415804,0.05031292,0.8567994],"genre_scores_gemma":[0.004953983,0.000678037,0.006548272,0.003889661,0.001113002,0.0003103832,0.06871508,0.02425022,0.8895413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2544785,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214123334442562,"score_gpt":0.3063099397122273,"score_spread":0.2848976062679711,"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."}}