{"id":"W3145822535","doi":"10.1503/cmaj.210381","title":"Nadia Singh","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sister; Computer science; IMG; Art history; World Wide Web; Multimedia; Visual arts; Art; Sociology; Anthropology; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0005051041,0.00005880438,0.0001469863,0.0001086729,0.0001901932,0.00002410666,0.00006283112,0.003463614,0.01250716],"category_scores_gemma":[0.00204821,0.00005176427,0.0000824146,0.0002397906,0.00003322242,0.00003274463,0.00000733588,0.004563747,0.0002878142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004607991,"about_ca_system_score_gemma":0.004784737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003609959,"about_ca_topic_score_gemma":0.00902645,"domain_scores_codex":[0.9988343,0.00005341704,0.0002052785,0.00009370375,0.000499715,0.0003136272],"domain_scores_gemma":[0.9982561,0.00005031405,0.00006083467,0.00008025541,0.0003058146,0.001246637],"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":[0.00001113581,0.00007220828,0.06118375,0.00001292065,0.0005136265,0.02031043,0.000211423,6.798203e-7,0.0003364199,0.005394601,0.8033636,0.1085892],"study_design_scores_gemma":[0.0007169021,0.00002765823,0.01538533,0.00007046519,0.00004020863,0.006938237,0.0001654658,0.00004472261,0.0003524787,0.0002201029,0.975973,0.00006544947],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0959502,0.001439872,0.0001118302,0.8524728,0.00168882,0.00004496759,0.000004777774,0.00003961111,0.04824713],"genre_scores_gemma":[0.8319447,0.001837479,0.000627877,0.1495798,0.00246005,0.000001882298,0.00002248091,0.00002240985,0.01350329],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7359945,"threshold_uncertainty_score":0.9978301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004417650891955593,"score_gpt":0.21845573929562,"score_spread":0.2140380884036645,"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."}}