{"id":"W2551669915","doi":"10.1136/bmj.i6307","title":"Patrick Guy Houghton","year":2016,"lang":"en","type":"article","venue":"BMJ","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Daughter; Art history; Medical school; History; Management; Art; Classics; Medicine; Law; Political science; Medical education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009990494,0.0005432651,0.0003856216,0.0008716666,0.001966779,0.003110401,0.0006289479,0.002697436,0.1169272],"category_scores_gemma":[0.008673616,0.0004286869,0.0002550098,0.0004466814,0.001157178,0.002025068,0.002777445,0.006549797,0.04525437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001523345,"about_ca_system_score_gemma":0.004687379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008088453,"about_ca_topic_score_gemma":0.01115804,"domain_scores_codex":[0.9986682,0.0001760351,0.00004466132,0.0002873506,0.0006077483,0.0002159826],"domain_scores_gemma":[0.9961438,0.0002605317,0.0001285726,0.00009443592,0.0007407969,0.002631799],"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":[0.000009804954,0.000007974641,0.0002070668,0.00003680649,0.000001890224,0.0001774602,0.00008163119,0.00001184378,0.00004419454,0.00188185,0.9740319,0.02350767],"study_design_scores_gemma":[0.000004390955,0.00002001928,0.0004207273,0.0001592432,0.000001831564,0.001316023,0.0001735057,0.00001205051,0.00005666081,0.0009474297,0.9968792,0.000008953688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002580665,0.06897108,0.001634932,0.5718144,0.1222696,0.00008229604,0.0004315106,0.0003805145,0.231835],"genre_scores_gemma":[0.0232005,0.04709154,0.001268084,0.1731657,0.01589325,0.00007096168,0.0002521837,0.0003102543,0.7387474],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1169272,"threshold_uncertainty_score":0.3911604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08015603190850767,"score_gpt":0.4712107965553717,"score_spread":0.391054764646864,"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."}}