{"id":"W2406371278","doi":"10.15537/1658-3175.2398","title":"The campaign to revitalize academic medicine kicks off. We need a deep and broad international debate to begin","year":2004,"lang":"en","type":"editorial","venue":"Saudi Medical Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic medicine; Health care; Certification; Medical education; Alternative medicine; Public relations; Political science; Service (business); Medicine; Law; Business","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":[0.01285194,0.0006218099,0.00136588,0.0007146156,0.0004743964,0.0001229792,0.001335202,0.001925564,0.001333873],"category_scores_gemma":[0.4809126,0.0003526305,0.0002131694,0.0006727948,0.0006720823,0.0001207662,0.0004904713,0.01133779,0.0002271821],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001659211,"about_ca_system_score_gemma":0.02292845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001671195,"about_ca_topic_score_gemma":0.00009820994,"domain_scores_codex":[0.9832945,0.0004136968,0.001780595,0.0007048689,0.01139626,0.002410047],"domain_scores_gemma":[0.9555891,0.005212244,0.0004891505,0.0005902949,0.001363444,0.03675576],"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":[0.001051307,0.00004117857,0.00002102676,0.0002496765,0.0001643287,0.001325748,0.0007457419,7.561115e-7,0.00003518922,0.0000241516,0.7474462,0.2488947],"study_design_scores_gemma":[0.005346918,0.002114538,0.0001430677,0.01474348,0.0001553616,0.001667177,0.0003955421,0.0000404511,0.000005056149,0.0004116,0.9746789,0.0002979088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0005642783,0.0175698,0.001113731,0.5962448,0.3823596,0.00108262,0.00003416598,0.00005407522,0.000977012],"genre_scores_gemma":[0.0005727308,0.132458,0.0004003262,0.03994456,0.8227199,0.00008642746,0.00009506338,0.0001166542,0.003606422],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5563002,"threshold_uncertainty_score":0.9998926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04614252582631371,"score_gpt":0.4377822401591538,"score_spread":0.3916397143328401,"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."}}