{"id":"W3002860211","doi":"10.1111/eje.12500","title":"Thinking ecologically about clinical education in dentistry","year":2020,"lang":"en","type":"article","venue":"European Journal Of Dental Education","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Dentistry; Dental education; Psychology; Medical education; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008082698,0.000128732,0.0002991591,0.0001299454,0.0002631799,0.00004901607,0.0005067584,0.00009635566,0.0004673841],"category_scores_gemma":[0.005907864,0.000117866,0.0001098588,0.0002613905,0.00005549338,0.000580242,0.0001308111,0.001902569,0.0009487809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003172782,"about_ca_system_score_gemma":0.00489432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004739183,"about_ca_topic_score_gemma":0.00006348582,"domain_scores_codex":[0.9884164,0.00858939,0.002072509,0.0002297376,0.0004217662,0.0002702141],"domain_scores_gemma":[0.9963514,0.0007327149,0.001879074,0.0001687256,0.0004242376,0.0004438419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001377867,0.0007614892,0.8333349,0.0001760291,0.00001637539,0.00005401659,0.005444557,0.000002287086,0.00009927062,0.0008871932,0.0153514,0.1437347],"study_design_scores_gemma":[0.0005410722,0.0002806534,0.9270879,0.0005146337,0.00002348008,0.00006209999,0.02517628,0.000005885106,0.000005351226,0.0002933208,0.04589994,0.0001093996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579891,0.0007427781,0.0002012646,0.01668769,0.007515054,0.0003383685,0.00000183614,0.0000241564,0.01649978],"genre_scores_gemma":[0.9626874,0.0003379935,0.003261288,0.02982785,0.003492089,0.000004394231,0.00001245104,0.0000294108,0.0003470735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1436253,"threshold_uncertainty_score":0.9998291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5910741828971111,"score_gpt":0.6035432843068026,"score_spread":0.01246910140969149,"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."}}