{"id":"W4210478095","doi":"10.17504/protocols.io.b4haqt2e","title":"Consulting firms in the public management of epidemics. A scoping-review protocol v1","year":2022,"lang":"en","type":"preprint","venue":"","topic":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Subject (documents); Protocol (science); Public management; Business; State (computer science); Knowledge management; Public relations; Political science; Computer science; Medicine; Library science; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1364987,0.002226794,0.006145823,0.02562374,0.00459355,0.007630029,0.0046293,0.01015355,0.050297],"category_scores_gemma":[0.241666,0.00290477,0.006917641,0.02485134,0.002695089,0.006596936,0.008793416,0.004058191,0.009854498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01238153,"about_ca_system_score_gemma":0.1031838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0097001,"about_ca_topic_score_gemma":0.01984381,"domain_scores_codex":[0.9103655,0.04027099,0.03440487,0.002627772,0.009622281,0.002708722],"domain_scores_gemma":[0.7424827,0.1295589,0.03302941,0.01229966,0.07720399,0.005425334],"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":[0.001310827,0.0001055304,0.0007943888,0.7455974,0.0007050773,0.0002729092,0.002690961,0.0004595897,0.000627725,0.005102624,0.1132929,0.1290401],"study_design_scores_gemma":[0.001765942,0.0003394879,0.002482632,0.6863993,0.001825412,0.0001457301,0.002095424,0.0002272802,0.0006174017,0.003912016,0.3001013,0.00008801705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002524067,0.07609617,0.006252447,0.01602622,0.003469834,0.8191825,0.05300587,0.0004985484,0.02294448],"genre_scores_gemma":[0.006043113,0.05553231,0.01954388,0.003178383,0.0004221451,0.9012486,0.007577336,0.00009239408,0.006361703],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1364987,"threshold_uncertainty_score":0.7218829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1157005566978738,"score_gpt":0.3631885656421235,"score_spread":0.2474880089442497,"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."}}