{"id":"W2023639466","doi":"10.4314/mmj.v16i2.10854","title":"Editorial: The campaign to revitalise academic medicine kicks off","year":2005,"lang":"en","type":"editorial","venue":"Malawi Medical Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Population and Public Health; University of Ottawa","funders":"","keywords":"Medicine; Academic medicine; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0166954,0.006353574,0.006509843,0.007870803,0.006767837,0.01547482,0.005936636,0.03923219,0.01660291],"category_scores_gemma":[0.05436783,0.001996465,0.004162873,0.003335694,0.005064451,0.006177145,0.00236532,0.03993223,0.0111855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005822156,"about_ca_system_score_gemma":0.005920028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003798378,"about_ca_topic_score_gemma":0.01108891,"domain_scores_codex":[0.987609,0.002292383,0.001542176,0.001061445,0.006392005,0.001102892],"domain_scores_gemma":[0.9469586,0.02163971,0.00385725,0.001448542,0.01787087,0.008225058],"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":[0.0000297718,0.00001600362,0.00002785513,0.0001052582,0.00002165106,0.00007930589,0.00001328949,0.00001543575,0.00002567278,0.0001806312,0.9977677,0.001717479],"study_design_scores_gemma":[0.000143344,0.00005977253,0.0007650372,0.0007202778,0.0001889109,0.0002000803,0.0001534035,0.0003196015,0.0002000979,0.001193739,0.996008,0.00004761533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003172048,0.001903017,0.00006111985,0.05391226,0.9430621,0.0000152227,0.0000378498,0.0000394721,0.0009372059],"genre_scores_gemma":[0.0005566698,0.001769138,0.00008987705,0.04166168,0.9478301,0.00002287091,0.00002402714,0.00003798878,0.008007664],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03923219,"threshold_uncertainty_score":0.08829474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06562351930290655,"score_gpt":0.4597385753582371,"score_spread":0.3941150560553305,"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."}}