{"id":"W7040668501","doi":"","title":"","year":2021,"lang":"","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"World War II; First world war; George (robot); Period (music); Biography","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":[0.0009030479,0.0007242717,0.0002582565,0.001548987,0.005728277,0.006231427,0.0006375247,0.001229216,0.0399044],"category_scores_gemma":[0.00438019,0.0002114672,0.0002118534,0.001326815,0.003703343,0.003372799,0.001890022,0.003190221,0.0306852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002731428,"about_ca_system_score_gemma":0.002245544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009462261,"about_ca_topic_score_gemma":0.02932111,"domain_scores_codex":[0.9991865,0.0002533626,0.00002931266,0.0001111461,0.000321771,0.00009798724],"domain_scores_gemma":[0.9991179,0.0002732724,0.00005103997,0.00007184374,0.0002782976,0.0002075411],"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":[0.000008319218,0.000005535107,0.0001018436,0.0000243188,8.193916e-7,0.00004439856,0.002012822,0.000008760188,0.00005364147,0.01534721,0.9715608,0.01083152],"study_design_scores_gemma":[3.074207e-7,0.000001053264,0.00006113617,0.00002376443,2.032772e-7,0.0000345339,0.0004795365,0.000003577983,0.00001651846,0.0004153788,0.998963,0.00000106876],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002311085,0.02841932,0.001052735,0.1062351,0.07309996,0.00003542672,0.0008942854,0.000267138,0.787685],"genre_scores_gemma":[0.01122852,0.006502717,0.0004617799,0.01793892,0.006201714,0.00004289671,0.0002812571,0.0001892834,0.957153],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9600956,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05648086449512517,"score_gpt":0.4165493183728263,"score_spread":0.3600684538777011,"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."}}