{"id":"W2165291399","doi":"10.1503/cmaj.071366","title":"Serious adverse events in academic critical care research","year":2008,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Université Laval","keywords":"Adverse effect; Clinical trial; Ideal (ethics); Computer science; Intensive care medicine; Medicine; Alternative medicine; MEDLINE; Data science; Pharmacology; Pathology; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3637783,0.0006829304,0.003379512,0.01135454,0.003593374,0.006767706,0.002844766,0.004601691,0.00292314],"category_scores_gemma":[0.5428786,0.0008356248,0.00225401,0.01177789,0.005157061,0.00463587,0.005747973,0.004900585,0.0004366163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009040997,"about_ca_system_score_gemma":0.02583255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009358043,"about_ca_topic_score_gemma":0.01529879,"domain_scores_codex":[0.4901708,0.3285897,0.1150412,0.007886977,0.0554537,0.002857698],"domain_scores_gemma":[0.1762898,0.4453581,0.2138558,0.04538361,0.1020831,0.0170296],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003104299,0.0007789021,0.5157089,0.01227731,0.001936826,0.001543559,0.00512378,0.002281533,0.0007674302,0.06649659,0.08503828,0.3049426],"study_design_scores_gemma":[0.001351672,0.006758421,0.7241669,0.0197561,0.001869466,0.004941074,0.006542851,0.01046047,0.002593821,0.06565508,0.1553021,0.0006021343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.236024,0.208189,0.1067121,0.2505492,0.01446276,0.02340448,0.008700805,0.001295325,0.1506622],"genre_scores_gemma":[0.7942857,0.02750705,0.08796478,0.06191045,0.01173505,0.008998414,0.003152569,0.0001399653,0.004306024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9953983,"threshold_uncertainty_score":0.7845746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1314714300496015,"score_gpt":0.4916910715923918,"score_spread":0.3602196415427902,"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."}}