{"id":"W2040520897","doi":"10.1109/titb.2011.2177097","title":"An Infobutton For Web 2.0 Clinical Discussions: The Knowledge Linkage Framework","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Information Technology in Biomedicine","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Computer science; Information retrieval; Lexicon; Linkage (software); Recall; Keyword search; Set (abstract data type); World Wide Web; Natural language processing; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01724957,0.001400303,0.001801894,0.02131679,0.002374934,0.008631956,0.002246172,0.002493107,0.01148443],"category_scores_gemma":[0.0560176,0.001251043,0.001999852,0.01093115,0.001052147,0.01259864,0.006354857,0.001465638,0.006810302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002024452,"about_ca_system_score_gemma":0.006114076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003500299,"about_ca_topic_score_gemma":0.004894608,"domain_scores_codex":[0.9914728,0.003459825,0.001501555,0.001018664,0.002227303,0.0003197712],"domain_scores_gemma":[0.9639239,0.02468499,0.003318989,0.002891628,0.003625275,0.001555288],"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":[0.0009824949,0.0005255104,0.00693564,0.004485854,0.0003023788,0.0009185369,0.005505947,0.004143797,0.01109502,0.04927349,0.06035112,0.8554802],"study_design_scores_gemma":[0.0005378081,0.0008892657,0.008063514,0.004003694,0.0005156275,0.002372616,0.006305688,0.1416362,0.03173972,0.1775181,0.625791,0.0006268203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01303928,0.001286905,0.9185432,0.004782347,0.0002760183,0.002414148,0.01266867,0.03728972,0.009699575],"genre_scores_gemma":[0.03060054,0.000562362,0.9537466,0.0003873223,0.0001076274,0.001054688,0.009974309,0.001100491,0.002466114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02131679,"threshold_uncertainty_score":0.0912255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03402676242873123,"score_gpt":0.3437569239337854,"score_spread":0.3097301615050542,"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."}}