{"id":"W4239931746","doi":"10.1007/978-1-4614-6170-8_100636","title":"Link-Based Classification","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":69,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001281918,0.001596131,0.001123009,0.003870531,0.001305357,0.003606391,0.003622446,0.001513112,0.0486552],"category_scores_gemma":[0.003509605,0.0005784897,0.001514399,0.004580217,0.000887134,0.005402179,0.002737287,0.002302611,0.04643343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001284495,"about_ca_system_score_gemma":0.001163671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00304094,"about_ca_topic_score_gemma":0.004065635,"domain_scores_codex":[0.9987614,0.0001267768,0.00007797656,0.0004247013,0.0004999744,0.0001091604],"domain_scores_gemma":[0.9985124,0.0004216057,0.0000627161,0.0005264694,0.0004233208,0.00005347766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004764243,0.00007763678,0.0003959296,0.0001802001,0.00004285491,0.00003601869,0.00004447239,0.005692645,0.002162065,0.03738395,0.0968606,0.8570759],"study_design_scores_gemma":[0.00002299839,0.00007863696,0.001357826,0.0003012781,0.0001020136,0.0004882328,0.0001379506,0.2522495,0.01831681,0.2903158,0.4365389,0.00009002171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004611452,0.004126661,0.8780517,0.001502421,0.001419212,0.0003296987,0.004383179,0.01214375,0.09343205],"genre_scores_gemma":[0.06892388,0.004911808,0.6556568,0.001422921,0.001132429,0.000573717,0.02267312,0.002352006,0.2423533],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0486552,"threshold_uncertainty_score":0.1627679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385174200355696,"score_gpt":0.2444461637120755,"score_spread":0.2305944217085185,"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."}}