{"id":"W2131664978","doi":"10.1197/jamia.m2158","title":"McMaster PLUS: A Cluster Randomized Clinical Trial of an Intervention to Accelerate Clinical Use of Evidence-based Information from Digital Libraries","year":2006,"lang":"en","type":"article","venue":"Journal of the American Medical Informatics Association","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre; Western University","funders":"","keywords":"Randomized controlled trial; Medicine; Crossover study; Cluster (spacecraft); Service (business); Intervention (counseling); Relevance (law); Clinical trial; MEDLINE; Family medicine; Computer science; Alternative medicine; Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02706703,0.0001171329,0.001038351,0.0002524921,0.0001548444,0.0001276698,0.0005764256,0.0002203685,0.0001189643],"category_scores_gemma":[0.08897753,0.00006469492,0.00049947,0.0006012791,0.0003770877,0.004619059,0.000155316,0.0009697272,0.00002361488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003300426,"about_ca_system_score_gemma":0.002827152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009530665,"about_ca_topic_score_gemma":0.00005800577,"domain_scores_codex":[0.9860377,0.004373278,0.006950363,0.00007217353,0.002232916,0.0003336049],"domain_scores_gemma":[0.966598,0.01936627,0.01193013,0.0002514722,0.001428604,0.0004255589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4812205,0.001427881,0.1701127,0.0004150499,0.0003227247,6.120078e-7,0.008648757,0.0009263733,0.000004690412,0.0001102297,0.09909698,0.2377135],"study_design_scores_gemma":[0.4949487,0.006462539,0.2343937,0.004979462,0.0003028096,0.000001611988,0.01151636,0.228343,0.00005548363,0.001844089,0.01676753,0.0003847484],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964359,0.000007531922,0.02506726,0.007504153,0.001820472,0.001113447,0.0000346266,0.000008386983,0.00008506118],"genre_scores_gemma":[0.9834819,0.0001113912,0.008344074,0.006541451,0.001335175,0.00003036887,0.00004279816,0.000008497639,0.0001043694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2373287,"threshold_uncertainty_score":0.9380948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3005932180760031,"score_gpt":0.5338418913977131,"score_spread":0.23324867332171,"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."}}