{"id":"W4416450414","doi":"10.1093/eurheartj/ehaf717","title":"Canada: challenges and opportunities for cardiologists","year":2025,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"MEDLINE; Key (lock); Risk assessment","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":[0.009091586,0.000807277,0.001280105,0.002831291,0.01736297,0.01769778,0.004601562,0.02284804,0.04913738],"category_scores_gemma":[0.01706166,0.0007294508,0.001378905,0.004814934,0.008040639,0.00558782,0.00765533,0.01546086,0.004867613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09119017,"about_ca_system_score_gemma":0.5067936,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9685269,"about_ca_topic_score_gemma":0.9893457,"domain_scores_codex":[0.9877766,0.001345998,0.0004173158,0.0006635651,0.003096533,0.006699948],"domain_scores_gemma":[0.9175381,0.004767782,0.001509177,0.0004874023,0.01660378,0.05909373],"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":[0.0001402622,0.000163532,0.006993096,0.0004110213,0.00006532187,0.0007736692,0.0009641994,0.0002185857,0.0002419999,0.02535956,0.9169405,0.0477283],"study_design_scores_gemma":[0.0003330337,0.00009823394,0.02511651,0.002089366,0.0001276422,0.0005682301,0.02587605,0.00085039,0.0002035462,0.03415717,0.910271,0.000308819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001788715,0.007458298,0.0001055889,0.9786823,0.002681892,0.00001512646,0.0003642291,0.00003698299,0.008866942],"genre_scores_gemma":[0.1422759,0.06168358,0.005349376,0.7176542,0.008845845,0.0001453866,0.001514473,0.0002306656,0.0623006],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09119017,"threshold_uncertainty_score":0.6616341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4785038011089252,"score_gpt":0.4388837897060164,"score_spread":0.03962001140290877,"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."}}