{"id":"W1917295962","doi":"10.1002/chp.21303","title":"Is the Cognitive Complexity of Commitment-to-Change Statements Associated With Change in Clinical Practice? An Application of Bloom's Taxonomy","year":2015,"lang":"en","type":"article","venue":"Journal of Continuing Education in the Health Professions","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McMaster University; University of Calgary","funders":"","keywords":"Taxonomy (biology); Clinical Practice; Psychology; Comprehension; Best practice; Set (abstract data type); Computer science; Medicine; Management; Family medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.02069238,0.000619021,0.0007405399,0.007859599,0.002016262,0.003857708,0.001432619,0.001422611,0.002747222],"category_scores_gemma":[0.09174324,0.0005207302,0.001864994,0.004910748,0.004526401,0.006374721,0.00412289,0.001657518,0.000304785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008164863,"about_ca_system_score_gemma":0.009129981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009694715,"about_ca_topic_score_gemma":0.01108734,"domain_scores_codex":[0.9830906,0.008156094,0.00216236,0.0009513163,0.004969229,0.0006704478],"domain_scores_gemma":[0.8753582,0.08586878,0.01747959,0.003412738,0.01574751,0.002133163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003725725,0.000471111,0.7126545,0.00188628,0.0002500972,0.000262932,0.06852609,0.002690827,0.0008955293,0.03166265,0.003646806,0.1766806],"study_design_scores_gemma":[0.0001430616,0.001116307,0.7245482,0.00339205,0.0002293896,0.0009026989,0.1326616,0.03091336,0.001079631,0.08284779,0.02184523,0.0003206599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.867106,0.001775779,0.08551938,0.005377317,0.0001924074,0.002209027,0.0009519631,0.0001754606,0.03669274],"genre_scores_gemma":[0.9329531,0.0005920052,0.06330683,0.0002821487,0.00002413697,0.001785644,0.0004031877,0.0000186126,0.0006344269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02069238,"threshold_uncertainty_score":0.1094331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7841566953152874,"score_gpt":0.7160353673109661,"score_spread":0.06812132800432136,"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."}}