{"id":"W4390081751","doi":"10.53660/clm-2593-23u58","title":"Respiratory care in focus: a decadal bibliometric review of research dynamics","year":2023,"lang":"en","type":"article","venue":"Concilium","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multidisciplinary approach; Respiratory care; Scopus; Health care; MEDLINE; Medicine; Medical education; Library science; Political science; Sociology; Computer science; Social science; Intensive care medicine","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":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"review","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":[0.04185184,0.0007990337,0.002449111,0.176178,0.002052067,0.01083579,0.00103502,0.001038218,0.002030962],"category_scores_gemma":[0.115349,0.0006894068,0.001791555,0.2351709,0.002261459,0.01009489,0.004743074,0.0008965946,0.0004401395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006389071,"about_ca_system_score_gemma":0.01402923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008840867,"about_ca_topic_score_gemma":0.01963727,"domain_scores_codex":[0.9629175,0.01147553,0.009338604,0.00238128,0.01274752,0.001139496],"domain_scores_gemma":[0.8362458,0.1092705,0.02121512,0.005586179,0.02591023,0.001772076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002183665,0.00007875167,0.1346116,0.07053901,0.003534213,0.0006616612,0.01331607,0.001138009,0.001705099,0.01774679,0.03396075,0.7224897],"study_design_scores_gemma":[0.00004041655,0.0002653431,0.5834923,0.05695484,0.004146365,0.001979058,0.03536566,0.002003908,0.00129945,0.009124015,0.3051226,0.0002060121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1035532,0.850973,0.003678781,0.01584894,0.001457989,0.0002621891,0.005847315,0.0002359818,0.01814246],"genre_scores_gemma":[0.5261402,0.4557961,0.007442116,0.001938408,0.001814178,0.0003285725,0.005313036,0.0001213505,0.001106111],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.823822,"threshold_uncertainty_score":0.2213364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3157487932195568,"score_gpt":0.5656663666884038,"score_spread":0.2499175734688469,"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."}}