{"id":"W4392786395","doi":"10.1016/j.cjca.2023.12.020","title":"Investing in Our Future","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Alliance; Gerontology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02077574,0.001133719,0.001412994,0.002101074,0.007824465,0.01878121,0.002938972,0.01619956,0.1068782],"category_scores_gemma":[0.04049758,0.000533141,0.001306828,0.00161928,0.01355787,0.01752852,0.01071641,0.02293292,0.0348248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007448154,"about_ca_system_score_gemma":0.04921669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0119707,"about_ca_topic_score_gemma":0.02153685,"domain_scores_codex":[0.985746,0.004151026,0.0006235211,0.001478675,0.004044793,0.003955893],"domain_scores_gemma":[0.8965935,0.01023868,0.002487791,0.005035578,0.01822973,0.06741479],"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":[0.00005848916,0.000188023,0.001628882,0.0002101083,0.00004407413,0.000120976,0.0009138072,0.00009508416,0.0003245783,0.05645534,0.8730384,0.06692242],"study_design_scores_gemma":[0.00003464771,0.00005532059,0.00158843,0.0009246162,0.000030071,0.0001522003,0.003756742,0.0001091428,0.0001183924,0.04575512,0.9474295,0.00004587458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009244327,0.01033415,0.0007264374,0.9273834,0.0301391,0.00001568646,0.0001070257,0.0001029561,0.0302668],"genre_scores_gemma":[0.05298183,0.0241815,0.005410024,0.7672569,0.03332515,0.0001244597,0.0005036923,0.0002284634,0.115988],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1068782,"threshold_uncertainty_score":0.3575432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0568268030339039,"score_gpt":0.406966771345154,"score_spread":0.3501399683112501,"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."}}