{"id":"W2607139302","doi":"10.1111/imj.13392","title":"Medical colleges: whose purpose, if any, do they serve? A response","year":2017,"lang":"en","type":"letter","venue":"Internal Medicine Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Obligation; Politics; Legislature; Health care; Public relations; Medicine; Moral obligation; Social responsibility; Law and economics; Political science; Law; Sociology","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.008819771,0.0009241948,0.001956767,0.001849779,0.0006346776,0.0002717523,0.002381915,0.002487684,0.01499628],"category_scores_gemma":[0.039503,0.0006395939,0.0005028461,0.0003855384,0.001254609,0.0003167018,0.000315369,0.01794587,0.0004391187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303668,"about_ca_system_score_gemma":0.003837708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000234155,"about_ca_topic_score_gemma":0.00001127606,"domain_scores_codex":[0.9884516,0.0008611334,0.002554812,0.0008377446,0.006108736,0.001185947],"domain_scores_gemma":[0.9919418,0.0009376318,0.002187964,0.001845643,0.00222304,0.0008638902],"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":[0.00178769,0.0001879058,0.001142537,0.0003490284,0.0005818333,0.02289103,0.001227721,2.14257e-7,0.00009156892,0.0000233894,0.9580519,0.01366524],"study_design_scores_gemma":[0.004815731,0.001910421,0.003344066,0.01899747,0.0005652357,0.07351954,0.0004852963,0.00006523962,0.00002286667,0.001024623,0.894771,0.0004784445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02013727,0.00138307,0.0005948538,0.943704,0.01632447,0.0007103938,0.00002340277,0.0001056253,0.01701691],"genre_scores_gemma":[0.01666924,0.001075007,0.001132929,0.7669563,0.1141857,0.00009598853,0.0001886554,0.0002912957,0.09940485],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1767477,"threshold_uncertainty_score":0.9996055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524375633382215,"score_gpt":0.3703436113706359,"score_spread":0.3450998550368137,"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."}}