{"id":"W4409050961","doi":"10.59350/zprfg-fx384","title":"BOSC 2019","year":2019,"lang":"en","type":"preprint","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":"Business","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":[0.004084596,0.001729608,0.001612151,0.002809295,0.003161236,0.0108437,0.002832363,0.003135903,0.6844996],"category_scores_gemma":[0.01047839,0.0007233274,0.001187587,0.002702245,0.0009848975,0.005038611,0.004836075,0.004420822,0.742919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003807559,"about_ca_system_score_gemma":0.005208856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01226804,"about_ca_topic_score_gemma":0.01438429,"domain_scores_codex":[0.9964857,0.0004549715,0.000132407,0.0005383611,0.001648237,0.0007403087],"domain_scores_gemma":[0.9907008,0.0004848655,0.0002078172,0.001403551,0.003489347,0.003713422],"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":[0.000070609,0.0000154049,0.00007847985,0.00004402316,0.000004610274,0.00003450903,0.00001365297,0.00004860078,0.0002347144,0.003473534,0.9850455,0.01093649],"study_design_scores_gemma":[0.00001458557,0.000006326007,0.0001625197,0.00002489893,0.000001617085,0.00002917959,0.00001225212,0.0001111924,0.0002024773,0.001273545,0.9981509,0.00001042771],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001772538,0.002748424,0.01347333,0.02550117,0.03418013,0.0004904479,0.08678374,0.06090344,0.7741469],"genre_scores_gemma":[0.006253233,0.00104446,0.007198396,0.005438256,0.003776327,0.0002681209,0.1236395,0.02987719,0.8225046],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3155004,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01858162884784475,"score_gpt":0.2990208047931465,"score_spread":0.2804391759453017,"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."}}