{"id":"W4406506569","doi":"10.1016/j.yort.2013.04.025","title":"10.1016/j.yort.2013.04.025","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Spinal surgery; General surgery; Family medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006919845,0.0008419662,0.0004514483,0.001349297,0.001195576,0.002529411,0.0008167361,0.003915424,0.9008902],"category_scores_gemma":[0.0013775,0.0004058766,0.0004892045,0.0006119305,0.0009138458,0.002171497,0.00140048,0.001446442,0.7958733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007837856,"about_ca_system_score_gemma":0.001426626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003538144,"about_ca_topic_score_gemma":0.00466907,"domain_scores_codex":[0.9997565,0.00002525724,0.00001660709,0.0000567157,0.00006537232,0.00007953266],"domain_scores_gemma":[0.9992532,0.0001326446,0.0001036321,0.00003023556,0.0001407043,0.0003395343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001829098,0.000296592,0.005660974,0.0004768337,0.00002282796,0.0003821467,0.0003019325,0.0001070867,0.0004343163,0.004669631,0.4075631,0.5799016],"study_design_scores_gemma":[0.00005266793,0.0001348887,0.008316922,0.002242852,0.00003239082,0.002086644,0.00117119,0.0001678489,0.0002394428,0.00396075,0.9815673,0.00002702671],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00545241,0.01725845,0.00121286,0.01253174,0.003062316,0.00007433155,0.001830557,0.001147335,0.95743],"genre_scores_gemma":[0.01386911,0.007283115,0.0009513079,0.002600086,0.0007023595,0.00006186923,0.0009282071,0.0001806179,0.9734234],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09910983,"threshold_uncertainty_score":0.1413682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127580061853622,"score_gpt":0.3254381581964094,"score_spread":0.3041623575778732,"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."}}