{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001340158,0.0002176754,0.0001513123,0.00005057893,0.00004119209,0.00002267449,0.0002047618,0.000555996,0.0004358837],"category_scores_gemma":[0.00005167072,0.0001990658,0.0001199449,0.000006477949,0.00005975752,4.614469e-7,0.00005491124,0.0002146061,0.0004644193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001220899,"about_ca_system_score_gemma":0.00007133619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001394289,"about_ca_topic_score_gemma":0.000006166287,"domain_scores_codex":[0.9992412,0.00001080558,0.0002537172,0.0002301779,0.0001420843,0.0001219592],"domain_scores_gemma":[0.9990575,0.00001038298,0.0002037666,0.0005865688,0.000083857,0.00005786621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001283859,0.00002801157,0.0003768757,0.0005594642,0.0002980474,0.000001940728,0.00002412644,0.0007098727,0.01837916,0.5765558,0.2467861,0.1561522],"study_design_scores_gemma":[0.0001677263,0.0001274504,0.00005255807,0.00002392798,0.00002159048,0.000002527399,6.256086e-7,0.00402039,0.001038193,0.0003213813,0.9939622,0.0002613908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002245321,0.00006736926,0.04799492,0.0003968079,0.000129375,0.0001341874,0.000009846032,0.00003872056,0.9512063],"genre_scores_gemma":[0.01010852,0.000049703,0.00689047,0.001558073,0.0006650983,0.000006473064,0.001718308,0.00006484557,0.9789385],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7471762,"threshold_uncertainty_score":0.8117667,"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."}}