{"id":"W2106542251","doi":"10.1111/j.1527-5299.2001.00307.x","title":"Nuggets, Pearls, and Vignettes of Master Heart Failure Clinicians","year":2001,"lang":"en","type":"article","venue":"Congestive Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Cardiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003052028,0.0003776829,0.0008011144,0.0002122233,0.0001254914,0.0000387952,0.00008259194,0.0002246851,0.0007386568],"category_scores_gemma":[0.0001250142,0.0003181036,0.0001955167,0.0003111517,0.0003149813,0.0001896844,0.0001150247,0.0003364491,0.0002644904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004898048,"about_ca_system_score_gemma":0.00009446377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000838798,"about_ca_topic_score_gemma":0.0002238525,"domain_scores_codex":[0.9979193,0.0001126738,0.000496445,0.0005896683,0.0003497468,0.0005321595],"domain_scores_gemma":[0.9986327,0.0001936379,0.0001000083,0.0005051536,0.0002308819,0.0003376049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002795397,0.0004043379,0.5301895,0.0002251528,0.0003053002,0.0001412881,0.0004205763,0.000002602879,0.003788185,0.0008433853,0.4612369,0.002163185],"study_design_scores_gemma":[0.002241363,0.0009191802,0.1461202,0.0003250432,0.0002760412,0.0001705091,0.0009165563,0.00004023,0.000679189,0.0001120435,0.847926,0.0002737214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.772855,0.001473893,0.000141805,0.2215456,0.0001987248,0.001653845,0.00003634449,0.0002202974,0.001874438],"genre_scores_gemma":[0.9745969,0.0001823888,0.01765383,0.002994803,0.0003152134,0.00006352535,0.00005603078,0.00006074899,0.004076555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.386689,"threshold_uncertainty_score":0.9999271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02542141014650377,"score_gpt":0.2813658733954668,"score_spread":0.255944463248963,"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."}}