{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001981289,0.00005352277,0.00007842085,0.00001040384,0.0001374482,0.00003219326,0.0000708852,0.000156774,0.001360681],"category_scores_gemma":[0.000470535,0.00003937444,0.00007437798,0.00003934586,0.00001938943,0.000001841903,0.00002486791,0.0002111064,0.00009120147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008755993,"about_ca_system_score_gemma":0.0003731724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001226964,"about_ca_topic_score_gemma":0.002612915,"domain_scores_codex":[0.9991944,0.00004056818,0.0001193507,0.00009553011,0.0002899195,0.0002602722],"domain_scores_gemma":[0.9991825,0.00001318065,0.00002199917,0.00004600338,0.0001706183,0.0005657328],"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":[0.00001147231,0.0000757059,0.03641105,0.000009419556,0.0004291468,0.0005379567,0.0001817414,0.000004170427,0.2839576,0.0003571112,0.6235304,0.05449423],"study_design_scores_gemma":[0.0002256182,0.0000139158,0.001088234,0.0000065216,0.000006574281,0.0001038805,0.00004834433,0.000004936311,0.08443823,0.0002370609,0.9137512,0.00007547655],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547802,0.0003631721,0.00008559682,0.02966653,0.0005011378,0.00002067409,0.00001177706,0.000004575466,0.01456637],"genre_scores_gemma":[0.9853863,0.0001632144,0.00003665739,0.008376593,0.002628385,0.000001627178,0.00004294285,0.000006901813,0.003357365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2902208,"threshold_uncertainty_score":0.9995522,"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."}}