{"id":"W4230121020","doi":"10.1007/978-3-319-77911-9","title":"Advanced Data Analytics in Health","year":2018,"lang":"en","type":"book","venue":"Smart innovation, systems and technologies","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Analytics; Data science; Data analysis; Computer science; Data mining","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003151015,0.0003730618,0.0009219503,0.00132227,0.0007362753,0.00002973024,0.0009061351,0.001404726,0.00002745158],"category_scores_gemma":[0.002154936,0.0003404321,0.00001844875,0.001401167,0.0003959507,0.0002416273,0.0009897143,0.001718122,0.0001518735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007953912,"about_ca_system_score_gemma":0.002445764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002256958,"about_ca_topic_score_gemma":0.007556446,"domain_scores_codex":[0.9951119,0.0002252632,0.002711637,0.0008767046,0.0003511697,0.0007232871],"domain_scores_gemma":[0.9945988,0.0005241835,0.00170353,0.002057132,0.001077113,0.00003926211],"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":[0.00002697183,0.00002713077,0.05646834,0.006762268,0.00005023589,0.00000747163,0.0008653587,0.000007367094,0.000004119108,0.479344,0.4167261,0.03971061],"study_design_scores_gemma":[0.0001245236,0.0001364906,0.0003404993,0.004861581,0.000006357641,0.000003318029,0.01113935,0.0009534722,0.000003178817,0.03898608,0.9431089,0.0003362202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04744416,0.1309348,0.01071543,0.1160315,0.05349268,0.0563435,0.00962913,0.02087587,0.554533],"genre_scores_gemma":[0.1297785,0.01269215,0.003585386,0.001958681,0.002319909,0.001268594,0.005922119,0.0003948717,0.8420798],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5263828,"threshold_uncertainty_score":0.9999048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2900005977995761,"score_gpt":0.4785776703395958,"score_spread":0.1885770725400197,"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."}}