{"id":"W4411660919","doi":"10.51847/no249ozfis","title":"10.51847/NO249OZFiS","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atrial fibrillation; Internal medicine; Cardiology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004600964,0.0001157101,0.0002890319,0.00009191006,0.00007148518,0.00001601921,0.0000761043,0.0001074742,0.9929628],"category_scores_gemma":[0.00007466683,0.00009857358,0.00005649076,0.000281805,0.00001506838,0.00004728905,0.00001167084,0.0001564389,0.9808829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009042731,"about_ca_system_score_gemma":0.0004223056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008720902,"about_ca_topic_score_gemma":0.000001022472,"domain_scores_codex":[0.9987447,0.00007251995,0.0002990509,0.0002252284,0.0002512866,0.0004072714],"domain_scores_gemma":[0.998753,0.00003740175,0.00002420736,0.0003620439,0.00008424487,0.0007391574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006462378,0.00003805171,0.000003482212,0.00006552153,0.000009683096,0.00001643972,0.00004264113,7.078897e-7,0.00001022329,0.000003939224,0.106057,0.8936877],"study_design_scores_gemma":[0.0003590933,0.0004204206,0.0007575999,0.00007187606,0.000007552543,0.00008030323,0.000002188128,0.0000532033,0.000002661271,7.70538e-7,0.9981486,0.0000957714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004857011,0.00009194866,7.319649e-7,0.01217618,0.000005977569,0.0004767432,0.00001449743,0.000161022,0.9822159],"genre_scores_gemma":[0.002269396,0.000001174083,0.0001186614,0.001629502,0.0005052825,0.00002434642,0.00002343716,0.00002711566,0.9954011],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8935919,"threshold_uncertainty_score":0.4019714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01565962875122626,"score_gpt":0.2602515265290599,"score_spread":0.2445918977778337,"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."}}