{"id":"W1618459911","doi":"10.1111/j.1600-0579.2010.00655.x","title":"Research in PBL - where to from here for dentistry?","year":2011,"lang":"en","type":"article","venue":"European Journal Of Dental Education","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Townsend; Citation; Library science; Dentistry; Medicine; Psychology; Medical education; Computer science; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003321768,0.00004261951,0.00007013867,0.0001904602,0.0001877386,0.00007528059,0.0002985286,0.00001778737,0.0002685388],"category_scores_gemma":[0.0002411953,0.00004251906,0.00004033032,0.0002811997,0.00004212574,0.0002422167,0.00002534071,0.0002127426,0.0001341883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001382329,"about_ca_system_score_gemma":0.0004521798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001953835,"about_ca_topic_score_gemma":0.0014458,"domain_scores_codex":[0.9982679,0.0009669816,0.0002303936,0.00009220924,0.0002642362,0.0001783008],"domain_scores_gemma":[0.999413,0.00009257854,0.0001163502,0.0000653797,0.0001793498,0.0001333464],"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":[0.0004127707,0.000754863,0.1602841,0.00004384339,0.00003379964,0.0001102569,0.1892858,0.00001108999,0.00258098,0.003348212,0.02412967,0.6190046],"study_design_scores_gemma":[0.001028036,0.0007587739,0.2788154,0.0009551428,0.0000219851,0.00003126626,0.3955659,0.00000335957,0.001024115,0.004006151,0.3175155,0.000274404],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9394056,0.0005726394,0.0003844042,0.0007089531,0.001123513,0.0001783111,0.000002173274,0.000005622543,0.05761881],"genre_scores_gemma":[0.9931567,0.00004378747,0.005075357,0.00007581689,0.0006999857,0.000002695208,0.000001903344,0.00001127771,0.0009324827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6187302,"threshold_uncertainty_score":0.2953627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1409464367127814,"score_gpt":0.4264896543911479,"score_spread":0.2855432176783665,"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."}}