{"id":"W4207027873","doi":"10.1503/cmaj.202750","title":"Victor Pereira","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Health, Nursing, Elderly Care","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Courtesy; IMG; Psychology; Psychoanalysis; Anxiety; Art; Philosophy; Psychiatry; Linguistics; Computer science","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":[],"category_scores_codex":[0.0006922246,0.000755887,0.0004065845,0.0007367915,0.002767922,0.003587163,0.0008673526,0.001818341,0.3752179],"category_scores_gemma":[0.002782139,0.0003561988,0.0003341521,0.0003259898,0.0007011557,0.002443381,0.002562732,0.003182691,0.2260054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269381,"about_ca_system_score_gemma":0.001804231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007816447,"about_ca_topic_score_gemma":0.01583486,"domain_scores_codex":[0.9991701,0.0001248679,0.00001717008,0.0001928218,0.0003563097,0.0001388238],"domain_scores_gemma":[0.9987815,0.000096686,0.00003473881,0.00006519406,0.0005714435,0.000450513],"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":[0.00001062625,0.000008748233,0.0000767352,0.00004116995,0.00000126545,0.00008338381,0.0001261824,0.00001780301,0.00008486889,0.004060833,0.9597017,0.03578658],"study_design_scores_gemma":[0.000001042627,0.000002363485,0.00006997733,0.00003433616,6.654397e-7,0.0001418699,0.0001050192,0.000009137872,0.00003557185,0.0002373419,0.99936,0.000002634678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001613526,0.01691829,0.003637063,0.08679184,0.04567152,0.00009103047,0.0007264212,0.001974761,0.8425756],"genre_scores_gemma":[0.007051649,0.004979821,0.00108801,0.01043196,0.001901909,0.00003774418,0.0002080225,0.0006450575,0.9736559],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3752179,"threshold_uncertainty_score":0.8911757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03503078912854498,"score_gpt":0.381777876982161,"score_spread":0.346747087853616,"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."}}