{"id":"W2003430368","doi":"10.3109/0142159x.2013.877126","title":"A novel approach to needs assessment in curriculum development: Going beyond consensus methods","year":2014,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"University of Toronto","keywords":"Curriculum; Delphi method; Medical education; Audit; Accreditation; Medicine; Vetting; Focus group; Curriculum development; Delphi; Best practice; Psychology; Computer science; Pedagogy; Sociology; Political science; Management","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3103077,0.002249045,0.002346266,0.01348142,0.006635773,0.01337079,0.006553474,0.004147994,0.007182993],"category_scores_gemma":[0.3252889,0.002256168,0.002044895,0.007385484,0.01282653,0.01300826,0.01977793,0.006263866,0.001333842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01234727,"about_ca_system_score_gemma":0.02982418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002597452,"about_ca_topic_score_gemma":0.00630423,"domain_scores_codex":[0.4754121,0.4642146,0.0160589,0.01118102,0.03083997,0.002293395],"domain_scores_gemma":[0.5320586,0.3697686,0.01555742,0.02956783,0.04890718,0.004140393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002591643,0.0008132741,0.005049816,0.006208202,0.0004671733,0.0004058097,0.1460939,0.002070066,0.002423219,0.1405886,0.009077385,0.6865435],"study_design_scores_gemma":[0.001079232,0.002008273,0.008721528,0.0155138,0.0006660626,0.001796209,0.1707698,0.04625598,0.007163874,0.5799339,0.1653639,0.0007275037],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01696436,0.0007528014,0.9412078,0.01359556,0.0005636581,0.01146205,0.0001789259,0.000479733,0.01479499],"genre_scores_gemma":[0.04421978,0.0001807983,0.9453675,0.0009014597,0.00004543949,0.008451664,0.00005855366,0.00006097473,0.0007137732],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3103077,"threshold_uncertainty_score":0.8505134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03394876434603133,"score_gpt":0.4011387606077552,"score_spread":0.3671899962617238,"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."}}