{"id":"W4406493518","doi":"10.56294/hl2023189","title":"Bibliometric study of scientific production in Scopus on psychiatric nutrition","year":2023,"lang":"en","type":"article","venue":"Health Leadership and Quality of Life","topic":"Human Health and Disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scopus; Production (economics); Psychiatry; Psychology; Medicine; MEDLINE; Political science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01482868,0.001364929,0.00400454,0.2189299,0.00170031,0.007207412,0.001357443,0.0008305502,0.008881154],"category_scores_gemma":[0.1185629,0.0004226394,0.003183805,0.3113111,0.001375114,0.003366243,0.00364371,0.000824965,0.001424351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003515584,"about_ca_system_score_gemma":0.01006011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006081305,"about_ca_topic_score_gemma":0.004685879,"domain_scores_codex":[0.9661627,0.005353769,0.01079476,0.001871661,0.01461367,0.001203515],"domain_scores_gemma":[0.862932,0.08107598,0.02427571,0.004262125,0.02545319,0.00200105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00125852,0.0004952201,0.3902152,0.1207942,0.006411874,0.002506107,0.005757197,0.005110812,0.003500318,0.008660437,0.05086678,0.4044233],"study_design_scores_gemma":[0.0003049051,0.0006730779,0.8155923,0.01652916,0.007688566,0.003745598,0.009104056,0.009880225,0.003844301,0.007654345,0.1246331,0.0003502735],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5805689,0.09110406,0.009327063,0.003624586,0.0009177352,0.005146155,0.2503024,0.002110343,0.05689865],"genre_scores_gemma":[0.8303676,0.045986,0.01988728,0.0002012977,0.0008457842,0.005730976,0.0920573,0.0003251066,0.004598635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7810701,"threshold_uncertainty_score":0.07842249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4170540695267329,"score_gpt":0.4707313713321744,"score_spread":0.05367730180544145,"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."}}