{"id":"W4206758493","doi":"10.1503/cmaj.210514","title":"Treading water","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Chemical and Physical Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Cousin; Brother; Pound (networking); Brick; Art; Genealogy; History; Ancient history; Medicine; Gerontology; Archaeology; Computer science; Law; World Wide Web; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001183704,0.0008079458,0.0006058092,0.0007346058,0.00992332,0.006327869,0.001167053,0.002466001,0.2010291],"category_scores_gemma":[0.005271633,0.0004618964,0.0005640564,0.0004277872,0.003372239,0.005777685,0.00640518,0.007332008,0.09787664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002974393,"about_ca_system_score_gemma":0.005299414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03685334,"about_ca_topic_score_gemma":0.08941614,"domain_scores_codex":[0.9985673,0.0002004124,0.00003320911,0.0002637929,0.0005371689,0.0003979448],"domain_scores_gemma":[0.9966097,0.0001650083,0.0000780394,0.0001946954,0.001059743,0.001892738],"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":[0.00002683199,0.00003243267,0.0003651633,0.00004300329,0.000005396391,0.0001698317,0.002037783,0.00002870659,0.0005356505,0.01100054,0.9474292,0.03832544],"study_design_scores_gemma":[0.00000175993,0.00001057477,0.0002165701,0.00005558168,0.000001305907,0.00005654857,0.001416732,0.00001321339,0.00007827845,0.001076501,0.9970672,0.000005862234],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.005877414,0.00744877,0.00522789,0.1829775,0.0448365,0.0001172887,0.0007964812,0.00148324,0.7512348],"genre_scores_gemma":[0.01885159,0.002559479,0.001839468,0.02214586,0.001083443,0.00003053262,0.0002328032,0.0005564727,0.9527003],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2010291,"threshold_uncertainty_score":0.6725094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004051565963003291,"score_gpt":0.2064468048368421,"score_spread":0.2023952388738388,"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."}}