{"id":"W4256497842","doi":"10.15173/m.v1i20.785","title":"Healthcare Transformation","year":2012,"lang":"en","type":"article","venue":"The Meducator","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mandate; Health care; Public relations; Political science; Nature versus nurture; Medical education; Healthcare system; Sociology; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00111924,0.00008728488,0.0001458016,0.00004197345,0.0009003874,0.000002738722,0.0001675995,0.0000901969,0.00116126],"category_scores_gemma":[0.00005893343,0.00005149511,0.00004808874,0.0001346013,0.00002906831,0.0001989921,0.00002645512,0.000460742,0.002560869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003474222,"about_ca_system_score_gemma":0.0009443627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004399783,"about_ca_topic_score_gemma":0.00009810833,"domain_scores_codex":[0.9983783,0.0004201041,0.0003193008,0.00006799827,0.0001682033,0.0006461389],"domain_scores_gemma":[0.9989737,0.0003554175,0.00008962006,0.0002942077,0.00005385374,0.0002331473],"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":[0.00007422961,0.0001140114,0.1771095,0.0009331268,0.00002931296,2.555629e-7,0.1938958,9.180552e-8,0.0001352397,0.1202239,0.4787043,0.02878031],"study_design_scores_gemma":[0.00019909,0.00001553116,0.1333274,0.00001840039,0.00001302165,0.000002003671,0.009801594,6.643136e-7,0.00004330623,0.000594714,0.8559087,0.00007562089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5299242,0.003702558,0.0001185103,0.3811135,0.0076334,0.00127022,0.00002219416,0.0002010396,0.07601445],"genre_scores_gemma":[0.9201505,0.0001333813,0.00009763189,0.07528547,0.001530386,0.0001948531,0.00001693715,0.00001587709,0.002574926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3902264,"threshold_uncertainty_score":0.9997518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09608407542859396,"score_gpt":0.4714261409193145,"score_spread":0.3753420654907206,"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."}}