{"id":"W2037639266","doi":"10.1186/1472-6920-12-31","title":"Problems and issues in implementing innovative curriculum in the developing countries: the Pakistani experience","year":2012,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Curriculum; Thematic analysis; Medical education; Government (linguistics); Focus group; Public relations; Political science; Medicine; Qualitative research; Pedagogy; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001023866,0.00008296806,0.00007508443,0.00006407637,0.00004978431,0.00003076897,0.0001422378,0.00005867915,0.00005211742],"category_scores_gemma":[0.0004536473,0.00005000738,0.000006334183,0.000605111,0.000062587,0.0001594423,0.00002182186,0.0001815737,0.000004751059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008403775,"about_ca_system_score_gemma":0.000189136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003281193,"about_ca_topic_score_gemma":0.0002304476,"domain_scores_codex":[0.9991118,0.00004444821,0.0002456193,0.00008460646,0.0002510489,0.000262447],"domain_scores_gemma":[0.9996471,0.0001532029,0.00002303794,0.00009399348,0.00002928424,0.00005334919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002569048,0.000294742,0.5974723,0.001509482,0.00001222634,5.07787e-7,0.3205209,0.00006060955,0.00007110558,0.0400875,0.009248286,0.03071984],"study_design_scores_gemma":[0.0002931623,0.00001278033,0.6677583,0.0007940116,0.000004981219,0.00002250243,0.07956336,0.007502238,0.00009048621,0.0005473479,0.2431002,0.0003105632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897815,0.00216896,0.003320202,0.003544454,0.0007113068,0.0002117725,4.018324e-7,0.00003531121,0.0002260971],"genre_scores_gemma":[0.9976647,0.0003799623,0.0009099473,0.0004810232,0.0002900458,0.0002482086,0.000009531595,0.00000733423,0.000009274754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2409575,"threshold_uncertainty_score":0.2039242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01755370907285806,"score_gpt":0.3128973547539198,"score_spread":0.2953436456810618,"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."}}