{"id":"W1998635727","doi":"10.1056/nejmp048149","title":"Personal Digital Educators","year":2005,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Officer; House officer; Traverse; Medicine; Sign (mathematics); Internet privacy; Law; Computer science; Family medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001025307,0.0008891014,0.0005552277,0.001563082,0.001593732,0.004742273,0.0008350795,0.001779265,0.8407494],"category_scores_gemma":[0.007704125,0.0004430947,0.0003873349,0.001634622,0.0004818451,0.005753533,0.005728136,0.002325533,0.7521183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005020392,"about_ca_system_score_gemma":0.001600712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006459437,"about_ca_topic_score_gemma":0.002277818,"domain_scores_codex":[0.9991567,0.00016324,0.00005755715,0.0001479657,0.0003095746,0.0001649544],"domain_scores_gemma":[0.996352,0.0006557539,0.0001881239,0.000573386,0.000817492,0.00141328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001258012,0.00005507595,0.0002023406,0.00007724053,0.00000104307,0.00003603743,0.0001261454,0.000009890266,0.0001329348,0.00162499,0.8629116,0.1348101],"study_design_scores_gemma":[0.000003105403,0.000006722369,0.000192878,0.0000523928,6.72332e-7,0.00003869515,0.00008697961,0.00001193787,0.0000357536,0.0004717839,0.9990969,0.000002338317],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005049807,0.001025872,0.0008737858,0.003814098,0.001928925,0.0001062038,0.001573885,0.002354808,0.9878175],"genre_scores_gemma":[0.002069485,0.0008700194,0.0006242248,0.002567676,0.0004307603,0.00006664581,0.0007948501,0.0003258167,0.9922504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8407494,"threshold_uncertainty_score":0.2271516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09918770554911577,"score_gpt":0.4804163924357148,"score_spread":0.3812286868865991,"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."}}