{"id":"W4244478947","doi":"10.1007/978-1-4939-7131-2_100605","title":"Link-Based Classification","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001137217,0.0002149557,0.0001317565,0.00005159722,0.00004684911,0.00002421545,0.0002121194,0.0005668125,0.001893959],"category_scores_gemma":[0.00004479611,0.0001959138,0.0001100823,0.000007995947,0.0001042169,8.146096e-7,0.00006638588,0.0001785261,0.0009545616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001417912,"about_ca_system_score_gemma":0.00009815953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001158227,"about_ca_topic_score_gemma":0.000008110822,"domain_scores_codex":[0.9992368,0.000008080269,0.000245574,0.0002405554,0.0001428407,0.0001261695],"domain_scores_gemma":[0.9990314,0.000006820115,0.000192751,0.0005878004,0.0001251508,0.00005608538],"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":[0.0002231718,0.00005378461,0.0003631177,0.0004884444,0.0004489642,0.000003556134,0.00008036515,0.0001225901,0.02558765,0.1210431,0.7962037,0.05538152],"study_design_scores_gemma":[0.0001543965,0.0001905172,0.00004451305,0.00002572737,0.0000221426,0.000002985368,0.000001721003,0.001734926,0.002066683,0.000540605,0.9949545,0.0002612871],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008115089,0.00007515646,0.009327678,0.0002748313,0.0001667186,0.0001496041,0.0000176331,0.0000400635,0.9898672],"genre_scores_gemma":[0.003272003,0.00005327893,0.008791582,0.001126819,0.0009979716,0.000005774955,0.001616595,0.00006245735,0.9840735],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1987508,"threshold_uncertainty_score":0.9998233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01748414886493301,"score_gpt":0.2578764017975161,"score_spread":0.2403922529325831,"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."}}