{"id":"W3108461005","doi":"","title":"Problem based learning in dentistry ducation","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dentistry; Mathematics education; Psychology; Computer science; Medicine","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006528622,0.0002381076,0.0005160618,0.0009197273,0.002334463,0.001432299,0.003537075,0.0002110198,0.02589716],"category_scores_gemma":[0.005304293,0.0002380427,0.00009842704,0.0005763773,0.0001584546,0.005074762,0.001223537,0.001946538,0.0004132627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000583047,"about_ca_system_score_gemma":0.002018243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008782547,"about_ca_topic_score_gemma":0.0005912939,"domain_scores_codex":[0.9953715,0.001442214,0.001111895,0.0004809422,0.0009305584,0.0006629148],"domain_scores_gemma":[0.9950191,0.0008380226,0.00220086,0.0009344668,0.0006714819,0.00033612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001558278,0.0003733645,0.9607042,0.0003211848,0.00003189035,0.00002324982,0.0006097144,0.00006472972,0.00893922,0.00006956625,0.01458174,0.01412529],"study_design_scores_gemma":[0.0007822893,0.000006048893,0.9639561,0.00083165,0.00002363856,0.000004931344,0.000849959,0.0001245176,0.001124719,0.001873465,0.03019265,0.0002300112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959828,0.002204995,0.0001249275,0.002056629,0.001592326,0.0013145,0.0000120933,0.00003794922,0.03282864],"genre_scores_gemma":[0.9884168,0.002030696,0.0003251364,0.000344805,0.0003064058,0.0003251957,0.00003290646,0.00006498945,0.008153079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02858884,"threshold_uncertainty_score":0.9996043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5362082540554414,"score_gpt":0.7242341841425298,"score_spread":0.1880259300870885,"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."}}