{"id":"W2598507708","doi":"10.12968/denn.2016.12.12.657","title":"A positive environment","year":2016,"lang":"en","type":"article","venue":"Dental Nursing","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dental nurse; Medicine; Nursing; Dental practice; Professional development; Nurse education; Medical education; Family medicine; Dentistry","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003806344,0.00009504096,0.00009595142,0.00008574148,0.0005450756,0.0000108166,0.0001322958,0.00008042963,0.003456948],"category_scores_gemma":[0.0001273901,0.00006974517,0.00003834791,0.00008242989,0.0001485018,0.0003185358,0.00006178168,0.000232297,0.01086583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001448128,"about_ca_system_score_gemma":0.000118632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008704848,"about_ca_topic_score_gemma":0.000003945775,"domain_scores_codex":[0.998433,0.000311076,0.0002143419,0.000238074,0.0003488912,0.0004546419],"domain_scores_gemma":[0.9991981,0.000287501,0.00009140088,0.0002238123,0.00002930963,0.0001698295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003194634,0.0008325315,0.6073281,0.00003574957,0.00004582183,0.00003302481,0.01209624,5.00605e-7,0.06472792,0.004631488,0.01077344,0.2991757],"study_design_scores_gemma":[0.001127999,0.00008808918,0.9559342,0.0006466321,0.00002204929,0.00002457561,0.01498651,0.00001279377,0.003178468,0.001466569,0.02231225,0.0001999038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9250064,0.0001993171,0.0008086859,0.007510581,0.001291781,0.0005891884,0.00002787355,0.00005863448,0.06450752],"genre_scores_gemma":[0.9844575,0.00005378227,0.0001829589,0.0005354973,0.0002967756,0.0000604242,0.00001300009,0.00002676467,0.01437329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3486061,"threshold_uncertainty_score":0.997454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05612967037545005,"score_gpt":0.4881128823539151,"score_spread":0.4319832119784651,"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."}}