{"id":"W4302520449","doi":"","title":"To specialize or too specialized?","year":2013,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"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":[0.003553014,0.0001962825,0.0002992969,0.001293556,0.001822787,0.003793917,0.000944768,0.003267142,0.05035775],"category_scores_gemma":[0.02093943,0.0001757786,0.0005710759,0.00134369,0.00322074,0.00582558,0.002722237,0.007262764,0.009366773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00154349,"about_ca_system_score_gemma":0.006951448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005065809,"about_ca_topic_score_gemma":0.01701803,"domain_scores_codex":[0.9971157,0.0005743259,0.0001309736,0.000219493,0.0005029786,0.001456551],"domain_scores_gemma":[0.9690202,0.00150425,0.001519667,0.0004289402,0.002071561,0.0254555],"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":[0.0001785974,0.0004439376,0.07443187,0.0002928018,0.00006272001,0.0009662163,0.002393691,0.00004935821,0.0006087127,0.03007557,0.7555744,0.1349222],"study_design_scores_gemma":[0.0001473632,0.0003810093,0.1026918,0.002878831,0.0001630079,0.007507267,0.04386352,0.0002612021,0.0007615003,0.07394212,0.7672625,0.0001397516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03124362,0.004518312,0.0003331188,0.9138832,0.007829268,0.00001697172,0.0004831657,0.00005897007,0.04163336],"genre_scores_gemma":[0.4524466,0.01335228,0.001436239,0.4852279,0.01977674,0.00007659103,0.0009300696,0.0002595116,0.02649402],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05035775,"threshold_uncertainty_score":0.1684635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.598308232780104,"score_gpt":0.6676489352986791,"score_spread":0.06934070251857505,"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."}}