{"id":"W2054689164","doi":"10.1136/bmj.e4699","title":"Winners and losers","year":2012,"lang":"en","type":"article","venue":"BMJ","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Aside; Nothing; Wish; Advertising; Aesthetics; Visual arts; Business; Art; Epistemology; Literature; Philosophy","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":[0.003597168,0.0008002894,0.001204,0.002127405,0.005717349,0.009601994,0.0009194586,0.002074955,0.1568084],"category_scores_gemma":[0.01347139,0.0003209521,0.0005919326,0.0009911323,0.002186711,0.004512414,0.00831946,0.00392361,0.0651734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001431097,"about_ca_system_score_gemma":0.002666171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003663636,"about_ca_topic_score_gemma":0.006502735,"domain_scores_codex":[0.9946347,0.0007767212,0.0001477057,0.0003602728,0.001979599,0.002100944],"domain_scores_gemma":[0.9927309,0.0002794815,0.0002426305,0.0002978691,0.001250152,0.005198902],"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":[0.0001532142,0.0001732474,0.006972033,0.00006724946,0.00003472743,0.0003319384,0.00163708,0.00004092918,0.0002751166,0.01822503,0.8264698,0.1456195],"study_design_scores_gemma":[0.00004665892,0.0001698625,0.007802507,0.0001880893,0.00002705877,0.0005567626,0.01097059,0.00008693938,0.0001298389,0.00856016,0.9714231,0.00003836119],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.09635681,0.01366295,0.001705209,0.2279218,0.04998735,0.0004202021,0.001560271,0.0007320716,0.6076533],"genre_scores_gemma":[0.185603,0.005913878,0.0007215627,0.03670542,0.006386206,0.0002171373,0.0009570693,0.0003497859,0.763146],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1568084,"threshold_uncertainty_score":0.5245763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04055151470308432,"score_gpt":0.3415477944666361,"score_spread":0.3009962797635518,"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."}}