{"id":"W6904758395","doi":"10.1371/journal.pone.0317184.s002","title":"Search strategy.","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Healthcare innovation and challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Public health; Population ageing; Population; Healthcare system; Private sector; Public healthcare; Public sector","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01424746,0.003587403,0.01257281,0.03243132,0.00224254,0.007574667,0.005667691,0.004899676,0.3622363],"category_scores_gemma":[0.05112452,0.002249453,0.00744544,0.02588486,0.001643173,0.005905767,0.006680698,0.0032205,0.05645873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01190379,"about_ca_system_score_gemma":0.03088179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01998533,"about_ca_topic_score_gemma":0.0250499,"domain_scores_codex":[0.9879916,0.003058475,0.005242999,0.001392132,0.001495139,0.000819553],"domain_scores_gemma":[0.974884,0.01488719,0.003482632,0.001011995,0.004859698,0.0008745601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008421617,0.00005881796,0.0004490523,0.7950281,0.0009526357,0.0003211782,0.0007774507,0.0003244444,0.0003309023,0.003486578,0.1529513,0.04447731],"study_design_scores_gemma":[0.002467533,0.000310651,0.001837719,0.5939699,0.002698617,0.0003154714,0.001483198,0.0004073125,0.0003628961,0.005586214,0.3904061,0.0001543317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.001983829,0.03785503,0.006545746,0.007854981,0.001394818,0.2739254,0.6258454,0.002066387,0.04252841],"genre_scores_gemma":[0.00618542,0.04599242,0.01518609,0.008637751,0.0003530546,0.8374435,0.05544469,0.0007786704,0.02997831],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6377637,"threshold_uncertainty_score":0.9096926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2466717508850098,"score_gpt":0.4745317976613435,"score_spread":0.2278600467763337,"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."}}