{"id":"W4406411713","doi":"10.1016/j.ypdi.2013.02.004","title":"10.1016/j.ypdi.2013.02.004","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; Thoracoscopy; Pleurisy; Surgery; Radiology; General surgery; Pleural effusion","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":[0.0006516547,0.001039656,0.0005536494,0.001753643,0.0008411165,0.002569405,0.0008977273,0.002920789,0.8847755],"category_scores_gemma":[0.001340432,0.0004047496,0.0005468884,0.0008309741,0.0007234887,0.002060612,0.00117882,0.001650147,0.8433752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008098759,"about_ca_system_score_gemma":0.0009802997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001999631,"about_ca_topic_score_gemma":0.001852666,"domain_scores_codex":[0.9997084,0.00002409087,0.00002543094,0.00007885785,0.00008016779,0.00008312386],"domain_scores_gemma":[0.9991012,0.0001453193,0.0001220221,0.00005392696,0.0001774713,0.0004000904],"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":[0.000313314,0.0002979191,0.009717466,0.0005031336,0.00004364825,0.0006870682,0.0001277376,0.0002245657,0.0009913299,0.004416636,0.2983916,0.6842856],"study_design_scores_gemma":[0.00006144573,0.0001195734,0.008492487,0.000955481,0.00004147073,0.005969106,0.0003347247,0.0002639176,0.0005850505,0.003696537,0.9794489,0.00003123006],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008878529,0.02137922,0.003110439,0.0109542,0.003824254,0.0001210762,0.004819927,0.002209594,0.9447027],"genre_scores_gemma":[0.02452941,0.008336788,0.00265113,0.003083567,0.001422966,0.00009675427,0.002927032,0.0003606153,0.9565918],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1152245,"threshold_uncertainty_score":0.1643537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00832528041946566,"score_gpt":0.1946432072483187,"score_spread":0.186317926828853,"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."}}