{"id":"W2966344867","doi":"","title":"Development of a new technology-based learning tool to promote the uptake of clinical practice guidelines on the management of neck pain in chiropractic teaching faculty","year":2018,"lang":"en","type":"dissertation","venue":"e-scholar@UOIT (University of Ontario Institute of Technology)","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chiropractic; Neck pain; Medicine; Medical education; Clinical Practice; Alternative medicine; Physical therapy; Pain management; Medical physics; Engineering management; Knowledge management; Engineering; Computer science; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00574996,0.000276525,0.0008522063,0.00107446,0.0002839605,0.000005532628,0.000998057,0.0007903691,0.00007730702],"category_scores_gemma":[0.01100373,0.0002301274,0.0001695744,0.001655501,0.0002515715,0.0002373268,0.000203911,0.002942718,0.00000735467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004607013,"about_ca_system_score_gemma":0.00297907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001095491,"about_ca_topic_score_gemma":0.001777205,"domain_scores_codex":[0.9968857,0.00001595473,0.001627576,0.0004581078,0.0007787828,0.000233941],"domain_scores_gemma":[0.9951601,0.000006623504,0.002390929,0.0008841429,0.001520201,0.00003799093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000848633,0.0008424206,0.0001681814,0.0005576084,0.0005769519,0.00001782432,0.00467666,0.00004424758,0.0007699111,0.002322471,0.001399272,0.9877758],"study_design_scores_gemma":[0.001352196,0.0007412048,0.01353907,0.003840307,0.0004155168,0.000004688451,0.01538179,0.00005991121,0.001888304,0.0001230475,0.9624907,0.0001632125],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9904793,0.00003714918,0.0003210167,0.005911106,0.0003423395,0.001314083,0.000004552223,0.00004470326,0.001545771],"genre_scores_gemma":[0.01003063,0.00002030874,0.9884003,0.0001670555,0.00002279905,0.000007887395,0.0001763027,0.00001943263,0.001155291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9880792,"threshold_uncertainty_score":0.9993575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06313618291578571,"score_gpt":0.3748065697309633,"score_spread":0.3116703868151776,"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."}}