{"id":"W2135890240","doi":"10.1136/bmj.39114.736019.fa","title":"David Robert Scarfe","year":2007,"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":"Computer science; Data science; World Wide Web","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":[0.002052876,0.0006684713,0.0005697751,0.001012553,0.002085627,0.00328875,0.001092938,0.003484871,0.08809148],"category_scores_gemma":[0.01277499,0.0002800131,0.0003873323,0.0003464522,0.001563628,0.001914792,0.002280407,0.006354776,0.05135469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002050417,"about_ca_system_score_gemma":0.003700396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006200943,"about_ca_topic_score_gemma":0.01175241,"domain_scores_codex":[0.9980808,0.0003072394,0.00006205402,0.000332128,0.0009613559,0.0002562954],"domain_scores_gemma":[0.9953877,0.0005792524,0.0001581517,0.00021579,0.001629186,0.002029892],"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":[0.000006740519,0.000005850793,0.00005509876,0.00001916885,0.000001574588,0.00003347676,0.00002443042,0.00001076793,0.00001817781,0.003227866,0.9795234,0.0170734],"study_design_scores_gemma":[0.000002789148,0.000006272172,0.00008555446,0.0000617464,9.742023e-7,0.0001663405,0.00004477036,0.000008830203,0.00002879995,0.0009609698,0.9986291,0.000003777044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0007794889,0.07684976,0.001457641,0.5336604,0.1771953,0.00004556231,0.0002554606,0.000436571,0.2093199],"genre_scores_gemma":[0.01121412,0.04461246,0.0009324097,0.1860517,0.02563055,0.0000579688,0.0001922621,0.0002940226,0.7310146],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08809148,"threshold_uncertainty_score":0.2946954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07255848907281129,"score_gpt":0.4954210858317643,"score_spread":0.422862596758953,"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."}}