{"id":"W4406565034","doi":"10.1016/j.ypdi.2013.01.020","title":"10.1016/j.ypdi.2013.01.020","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Parapneumonic effusion; Outcome (game theory); Effusion; Intensive care medicine; Internal medicine; Pleural effusion; Surgery; Pleural fluid","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000665946,0.001038369,0.0005444267,0.00173962,0.0008610951,0.002551763,0.0009405602,0.002983913,0.8750082],"category_scores_gemma":[0.001422179,0.0004090481,0.0005665484,0.0008213021,0.0007191169,0.002105694,0.001174765,0.00174714,0.8334059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008361625,"about_ca_system_score_gemma":0.001048024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002111473,"about_ca_topic_score_gemma":0.00198454,"domain_scores_codex":[0.9997142,0.00002446099,0.00002572838,0.00007551997,0.00007915934,0.00008095652],"domain_scores_gemma":[0.9990884,0.0001480622,0.0001214053,0.00005381069,0.0001931078,0.0003953178],"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":[0.0003399644,0.000301539,0.009725348,0.0005169265,0.00004556088,0.0007730027,0.0001262668,0.0002118371,0.0009475116,0.004859863,0.3224293,0.6597228],"study_design_scores_gemma":[0.00006733945,0.0001244751,0.008514238,0.001022156,0.00004679715,0.006638207,0.0003279324,0.0002549988,0.0005653442,0.004318931,0.9780862,0.00003328874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008498143,0.0222699,0.00297354,0.01207357,0.004387961,0.00012803,0.005054463,0.002023082,0.9425914],"genre_scores_gemma":[0.02559415,0.008801172,0.002576269,0.003581588,0.001676718,0.0001073106,0.003301795,0.0003900119,0.953971],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1249918,"threshold_uncertainty_score":0.1782857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009079267559081351,"score_gpt":0.1966724679445921,"score_spread":0.1875932003855107,"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."}}