{"id":"W1975112470","doi":"10.7326/0003-4819-145-6-200609190-00019","title":"Preventing Scientific Fraud","year":2006,"lang":"en","type":"letter","venue":"Annals of Internal Medicine","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Scientific misconduct; Misconduct; Medicine; Library science; Law; Political science; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[],"category_scores_codex":[0.05516167,0.00118988,0.001531517,0.004639777,0.009229889,0.02293757,0.004162649,0.03227908,0.07700122],"category_scores_gemma":[0.3695313,0.001016704,0.001866752,0.002612819,0.007729622,0.01250918,0.01140807,0.02673901,0.04757698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00978201,"about_ca_system_score_gemma":0.03469246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004560437,"about_ca_topic_score_gemma":0.006311607,"domain_scores_codex":[0.9371582,0.0204836,0.004146496,0.004511077,0.02737884,0.006321734],"domain_scores_gemma":[0.7513183,0.09502707,0.01897315,0.03054306,0.06803899,0.03609945],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004079217,0.00003731712,0.0006991845,0.0001229355,0.00002734226,0.0003258275,0.0003543355,0.00005010006,0.00007707528,0.02972013,0.9104852,0.05805966],"study_design_scores_gemma":[0.00004535802,0.00003735393,0.0006093826,0.0004672987,0.00001951163,0.0004751223,0.0002980128,0.0001467299,0.0001619626,0.01844637,0.979273,0.00001996828],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001277237,0.01048926,0.004633884,0.8369814,0.03174006,0.000217242,0.0001880204,0.0005638398,0.1139091],"genre_scores_gemma":[0.04638939,0.0147624,0.007806338,0.7362156,0.05031763,0.0005672316,0.0006131494,0.0004479689,0.1428804],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9677209,"threshold_uncertainty_score":0.2917263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04823451783145721,"score_gpt":0.3448658625591262,"score_spread":0.296631344727669,"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."}}