{"id":"W4402071558","doi":"10.3389/fmed.2024.1457366","title":"Assessment of h-index and associated demographic and academic parameters for academic hematologists in Canada","year":2024,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Université de Montréal; McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Index (typography); Medicine; Demography; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics","metaresearch"],"domain":"evaluation","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics","metaresearch"],"domain":"evaluation","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.002263099,0.0002648485,0.0004004234,0.006206319,0.002106171,0.001482099,0.001249487,0.0003528607,0.002665927],"category_scores_gemma":[0.009299239,0.0002135845,0.0004546532,0.01181991,0.0007241674,0.0005556118,0.0008331664,0.0004909313,0.0003303983],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02543827,"about_ca_system_score_gemma":0.04825949,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9576225,"about_ca_topic_score_gemma":0.9645877,"domain_scores_codex":[0.9980884,0.0001257591,0.0002155034,0.0002197029,0.0009872117,0.0003633886],"domain_scores_gemma":[0.9840301,0.0009684793,0.00373815,0.0003063904,0.008551766,0.002405027],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002733338,0.000008719212,0.9965791,0.00002609473,0.00002198413,0.00001634201,0.0001462265,0.00004970007,0.00003004104,0.00004221407,0.0008381974,0.002214097],"study_design_scores_gemma":[0.000003274577,0.00001526981,0.9982758,0.00002321128,0.00001357655,0.00003966971,0.0004986658,0.000190743,0.00004642731,0.0000283134,0.0008582323,0.000006890702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675791,0.001471616,0.0005313018,0.0008290079,0.00002812579,0.0001788857,0.02265851,0.0000522698,0.006671216],"genre_scores_gemma":[0.9936038,0.0005324195,0.0007275934,0.00008269052,0.00001658348,0.00006176972,0.004330237,0.000007071658,0.0006379132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9977369,"threshold_uncertainty_score":0.1845685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07571432815318722,"score_gpt":0.4237392277548893,"score_spread":0.3480248996017021,"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."}}