{"id":"W4213088606","doi":"10.46747/cfp.680289","title":"Keep evidence in sight when exploring complex algorithms","year":2022,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Fraction (chemistry); Sight; Ejection fraction; Algorithm; Heart failure; Medicine; Data science; Cardiology; Astronomy; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2257419,0.00176075,0.006387046,0.005366085,0.003373719,0.01823505,0.008496628,0.02219794,0.02939472],"category_scores_gemma":[0.7433655,0.002145326,0.005079741,0.005618707,0.01011011,0.02889419,0.005947412,0.03927319,0.006737656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01007577,"about_ca_system_score_gemma":0.03822296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067518,"about_ca_topic_score_gemma":0.01689582,"domain_scores_codex":[0.7238554,0.2275291,0.02055075,0.005839083,0.02032472,0.001900852],"domain_scores_gemma":[0.1298395,0.8191338,0.01348897,0.009916231,0.02396733,0.003654274],"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":[0.001187803,0.0001057621,0.002531088,0.02197657,0.003152837,0.00153693,0.001717373,0.002861996,0.0001449633,0.1054562,0.631937,0.2273915],"study_design_scores_gemma":[0.001031174,0.0002431818,0.0006168179,0.05009742,0.001312286,0.0008460143,0.00109992,0.003951239,0.0001698852,0.3713642,0.569074,0.0001938555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003916571,0.04543326,0.01475796,0.9172006,0.01001655,0.0004397442,0.0008606466,0.0002104336,0.01068915],"genre_scores_gemma":[0.04042255,0.08075635,0.1572165,0.6568753,0.05717246,0.002864417,0.00102471,0.0006760596,0.00299167],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2257419,"threshold_uncertainty_score":0.9547981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1591876129866264,"score_gpt":0.2794291861692413,"score_spread":0.1202415731826149,"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."}}