{"id":"W4243107582","doi":"10.1016/j.cjca.2016.07.580","title":"Key Learner","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Key (lock); Outcome (game theory); Baseline (sea); Knowledge translation; Knowledge management; Process management; Medical education; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001488501,0.0006263819,0.0007498476,0.001512763,0.002220341,0.004447237,0.001543541,0.003407409,0.7869797],"category_scores_gemma":[0.01833995,0.0002967044,0.0004201783,0.0006624347,0.0007333796,0.002890616,0.004245043,0.002995253,0.5723072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002315324,"about_ca_system_score_gemma":0.009242575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004934723,"about_ca_topic_score_gemma":0.01917256,"domain_scores_codex":[0.9985531,0.0001909852,0.00006962253,0.0002024801,0.0007293373,0.0002544773],"domain_scores_gemma":[0.9843038,0.0008759626,0.0003012113,0.0003100046,0.005736601,0.008472504],"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":[0.000007426245,0.00001205176,0.0000884139,0.00002601343,4.123294e-7,0.00003992016,0.00001636502,0.000007552384,0.00002153208,0.0003551505,0.9829171,0.01650789],"study_design_scores_gemma":[0.00001095987,0.00001090402,0.00021806,0.00008804256,0.000001444835,0.0001124987,0.0001626754,0.00002786397,0.00002416308,0.0007250406,0.9986144,0.000003869585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009045932,0.001530281,0.001158707,0.1098902,0.06729794,0.0004812696,0.001802718,0.001288716,0.8156456],"genre_scores_gemma":[0.001935812,0.0006546703,0.0003573199,0.01993435,0.004316642,0.0001412074,0.0003170658,0.000199174,0.9721439],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7869797,"threshold_uncertainty_score":0.3038476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830661058829122,"score_gpt":0.2423515072958911,"score_spread":0.2240448967075999,"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."}}