{"id":"W2517903931","doi":"","title":"The Evaluation Imperative.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Summative assessment; Formative assessment; Computer science; Component (thermodynamics); Process (computing); Process management; Risk analysis (engineering); Iterative and incremental development; Engineering management; Knowledge management; Systems engineering; Software engineering; Business; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5287187,0.00125168,0.002196457,0.003434928,0.005164624,0.01841394,0.003804005,0.01658678,0.006559891],"category_scores_gemma":[0.6306676,0.001018999,0.001428251,0.00251176,0.02638021,0.02273039,0.01486445,0.02409555,0.004024941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01176408,"about_ca_system_score_gemma":0.09457298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003463011,"about_ca_topic_score_gemma":0.003545541,"domain_scores_codex":[0.3845118,0.4503642,0.03048095,0.01181676,0.1179894,0.004836932],"domain_scores_gemma":[0.1905773,0.5494764,0.01961966,0.04339305,0.1788435,0.01808999],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002952014,0.0003744808,0.001880904,0.004434227,0.0002008498,0.0003464906,0.005568348,0.0005378167,0.0005687059,0.503439,0.248985,0.233369],"study_design_scores_gemma":[0.0002743015,0.0004131036,0.001879107,0.01393873,0.0001259066,0.001017564,0.006059686,0.001332427,0.0008636633,0.3832577,0.5906733,0.0001644883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001200978,0.01299342,0.05042597,0.8747476,0.01011255,0.001395022,0.0001370879,0.0002194901,0.04876785],"genre_scores_gemma":[0.1503026,0.01492782,0.2092282,0.5780722,0.01551438,0.007657219,0.0004030067,0.000390404,0.02350412],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5287187,"threshold_uncertainty_score":0.5811738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.162459421024368,"score_gpt":0.4615226967821096,"score_spread":0.2990632757577416,"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."}}