{"id":"W4205394041","doi":"10.1097/01.acm.0000243350.60239.4c","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001730444,0.001034454,0.0007861984,0.002046176,0.003220564,0.004764289,0.00162232,0.001644671,0.474811],"category_scores_gemma":[0.01036894,0.0003087596,0.000538876,0.001764386,0.0008930456,0.003756286,0.002630622,0.003846013,0.3289896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001927955,"about_ca_system_score_gemma":0.003123928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003304382,"about_ca_topic_score_gemma":0.003812528,"domain_scores_codex":[0.9986392,0.0002083555,0.00009675523,0.0002267705,0.0006890704,0.0001399163],"domain_scores_gemma":[0.9952552,0.0006929355,0.000188073,0.0003889261,0.002642382,0.0008323987],"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":[0.00002306428,0.00001508181,0.00009247639,0.000085709,0.000001244106,0.00004874465,0.0001472314,0.00003061235,0.00008398417,0.003516827,0.961387,0.03456799],"study_design_scores_gemma":[0.000002240905,0.0000113299,0.0001635002,0.0000794393,6.995446e-7,0.00005254148,0.0001363701,0.00001390048,0.00003326894,0.001028201,0.9984754,0.000003098805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001755525,0.009248068,0.004934926,0.03914779,0.1445737,0.0006099552,0.008482111,0.001740106,0.7895076],"genre_scores_gemma":[0.006715945,0.005456956,0.002349444,0.008635283,0.01806389,0.0003257013,0.00836035,0.0007111631,0.9493813],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.525189,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06378413412259877,"score_gpt":0.4864296758978135,"score_spread":0.4226455417752147,"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."}}