{"id":"W2466065940","doi":"","title":"The problem with Darzi.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Islamic Studies and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Business; Computer science","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":[0.009839199,0.0003000589,0.000786942,0.003238708,0.006264495,0.007292035,0.001452189,0.006316402,0.02114926],"category_scores_gemma":[0.0396677,0.0003193116,0.0003540868,0.003393763,0.01528319,0.01615407,0.003716742,0.009151631,0.006451949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002364987,"about_ca_system_score_gemma":0.004639095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007981128,"about_ca_topic_score_gemma":0.01518618,"domain_scores_codex":[0.9947175,0.002659463,0.000377741,0.0004637626,0.001404906,0.000376567],"domain_scores_gemma":[0.9816387,0.01175408,0.0006098513,0.001713379,0.003723716,0.0005603867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004784684,0.00001169272,0.0003481685,0.0003001738,0.0000125322,0.0001081299,0.003735659,0.00002066422,0.00005974402,0.5503306,0.4079642,0.03706067],"study_design_scores_gemma":[0.0000151933,0.000009289052,0.0003224174,0.0004655629,0.000006345515,0.0003036116,0.003016916,0.00003287858,0.0001399589,0.0601322,0.9355453,0.0000103519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002591257,0.07471576,0.001777756,0.7537334,0.0199583,0.00002328055,0.000248395,0.0001087299,0.1468431],"genre_scores_gemma":[0.1966429,0.09125475,0.007702924,0.4882044,0.04281157,0.0001498004,0.0003696379,0.0002898387,0.1725741],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02114926,"threshold_uncertainty_score":0.07075137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01544174680342533,"score_gpt":0.2173604964799279,"score_spread":0.2019187496765026,"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."}}