{"id":"W3030605558","doi":"10.1016/j.cmpb.2020.105559","title":"Ontological framework for standardizing and digitizing clinical pathways in healthcare information systems","year":2020,"lang":"en","type":"article","venue":"Computer Methods and Programs in Biomedicine","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"Lakehead University","keywords":"Computer science; Health care; Information system; Healthcare system; Data science; Information retrieval; Engineering","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":[0.01015468,0.0009332498,0.00105315,0.008782229,0.003737133,0.009340439,0.003756752,0.002508079,0.002436771],"category_scores_gemma":[0.0219481,0.001109611,0.0035902,0.008316769,0.003716025,0.00965375,0.007542564,0.003940063,0.0009986755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00437837,"about_ca_system_score_gemma":0.01324636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03414805,"about_ca_topic_score_gemma":0.04331233,"domain_scores_codex":[0.9906781,0.002846799,0.002400371,0.001305581,0.002216637,0.0005526311],"domain_scores_gemma":[0.9876235,0.004300414,0.001006378,0.003659888,0.00272791,0.0006819821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006344793,0.0001684513,0.003867506,0.0006039095,0.0001862009,0.0004897584,0.003071412,0.01384339,0.002140396,0.8673927,0.006872095,0.1013008],"study_design_scores_gemma":[0.00004477758,0.00004897585,0.002474552,0.001398566,0.0005077302,0.0007071983,0.002710616,0.09102147,0.005057472,0.6907368,0.2051554,0.0001363101],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005075004,0.0004450131,0.9816018,0.002127522,0.0001429915,0.0004844783,0.002233227,0.001139194,0.006750707],"genre_scores_gemma":[0.04977963,0.0007353742,0.9423053,0.0004659546,0.00006136435,0.0004484486,0.004424642,0.0001612841,0.001618108],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03414805,"threshold_uncertainty_score":0.06789857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5562326095160401,"score_gpt":0.5794865184927893,"score_spread":0.02325390897674917,"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."}}