{"id":"W2778552380","doi":"10.3399/bjgp17x694193","title":"Viewpoint: Doctor daughter","year":2017,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineers Without Borders Canada","funders":"","keywords":"Daughter; Medicine; Data science; World Wide Web; Computer science; Law","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":[0.0004711493,0.0005293281,0.00054338,0.0003080548,0.003779067,0.001654222,0.0008167537,0.006526239,0.08386045],"category_scores_gemma":[0.005038506,0.0003827165,0.0003699795,0.0002052324,0.001023744,0.002112633,0.001831967,0.01132997,0.01633483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002173244,"about_ca_system_score_gemma":0.002761794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008768095,"about_ca_topic_score_gemma":0.01538514,"domain_scores_codex":[0.9994639,0.0001427987,0.0000297741,0.0001222027,0.0001135151,0.0001277892],"domain_scores_gemma":[0.9988629,0.000154155,0.0000532991,0.0000348875,0.0002819592,0.0006127763],"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":[0.0000359795,0.00003364333,0.0009739926,0.0001248726,0.000006818434,0.0111531,0.001811879,0.0000341125,0.0002393697,0.002868795,0.9722959,0.0104217],"study_design_scores_gemma":[0.00001911779,0.00005181793,0.001051159,0.0003397106,0.00000716481,0.01304745,0.005649785,0.000035214,0.00009526769,0.001088506,0.9785952,0.00001957182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.007585369,0.01214795,0.0004393384,0.8329775,0.05465189,0.0001099316,0.0002933203,0.00009729989,0.09169724],"genre_scores_gemma":[0.07805162,0.0137824,0.0004750226,0.6328093,0.02053496,0.000107066,0.0001314816,0.00009882506,0.2540092],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.08386045,"threshold_uncertainty_score":0.2805412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234175289615361,"score_gpt":0.5052776216232775,"score_spread":0.3818600926617414,"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."}}