{"id":"W2103669116","doi":"10.1186/1748-5908-9-54","title":"Applications of social constructivist learning theories in knowledge translation for healthcare professionals: a scoping review","year":2014,"lang":"en","type":"review","venue":"Implementation Science","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":326,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Interdisciplinary Research in Rehabilitation; McGill University","funders":"McGill University","keywords":"CINAHL; Constructivism (international relations); Social constructivism; Knowledge translation; PsycINFO; Health care; Constructivist teaching methods; Psychological intervention; Context (archaeology); Epistemology; MEDLINE; Medicine; Psychology; Sociology; Knowledge management; Social science; Nursing; Computer science; Pedagogy; Politics; Teaching method; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"grok","categories":["metaepi_broad"],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01644733,0.0003463759,0.001773033,0.0009886165,0.002353709,0.00002910132,0.0007322467,0.0001823857,0.00029982],"category_scores_gemma":[0.002112428,0.0003119932,0.0002059938,0.00383981,0.0006618915,0.0005256571,0.0001496448,0.0006453292,0.00004957858],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000710431,"about_ca_system_score_gemma":0.01433348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008417993,"about_ca_topic_score_gemma":0.0008170929,"domain_scores_codex":[0.9902505,0.003031649,0.004003828,0.0008307148,0.0008522787,0.001031082],"domain_scores_gemma":[0.986463,0.008374379,0.003492392,0.0003421881,0.001125848,0.0002021731],"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":[0.000003005647,0.00001287423,0.00006678832,0.2298289,0.000004304825,2.967514e-8,0.005938835,6.805174e-8,0.00000136916,0.01525436,0.0001896872,0.7486998],"study_design_scores_gemma":[0.0007997851,0.00006354207,0.00003893891,0.1474262,0.00009105034,0.000001783144,0.00564789,0.00001020417,0.000002719405,0.0006067548,0.8449916,0.0003194692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009136227,0.9428148,0.02196604,0.002329511,0.0004731959,0.03102084,0.0004743219,0.00008063608,0.0008314871],"genre_scores_gemma":[0.0004901838,0.9724782,0.002692529,0.001496888,0.0002795062,0.02213664,0.0002858266,0.00004919127,0.0000910153],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.844802,"threshold_uncertainty_score":0.9999332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7546677192685569,"score_gpt":0.793139881474038,"score_spread":0.03847216220548111,"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."}}