{"id":"W4389816109","doi":"10.18438/eblip30415","title":"Systematic Searching in a Post-Pandemic World: New Directions for Methods, Technology, and People","year":2023,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Computer science; Coronavirus disease 2019 (COVID-19); Data science; World Wide Web; Internet privacy; Information retrieval; Medicine; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3271343,0.001372468,0.005267272,0.01677792,0.003799401,0.01694578,0.005257664,0.01095994,0.008028132],"category_scores_gemma":[0.5058936,0.00192397,0.003183819,0.01350564,0.02072494,0.04336238,0.0123472,0.01051767,0.001984762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01143845,"about_ca_system_score_gemma":0.05482657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01098525,"about_ca_topic_score_gemma":0.02760123,"domain_scores_codex":[0.5921813,0.3360724,0.0317889,0.005894052,0.03220853,0.001854834],"domain_scores_gemma":[0.1938303,0.7270547,0.02184951,0.02133517,0.03028938,0.005641035],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006726705,0.0003003091,0.009162699,0.07264891,0.002890463,0.0003154957,0.01078189,0.000560801,0.0004048364,0.05584812,0.1567164,0.6896974],"study_design_scores_gemma":[0.001264525,0.001076784,0.01201005,0.2229989,0.002524873,0.001254656,0.0205718,0.001552996,0.0008547791,0.4214694,0.3134589,0.0009624614],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.00201172,0.5496286,0.01745831,0.4190875,0.006336148,0.0005028194,0.0005614349,0.0003414271,0.004071998],"genre_scores_gemma":[0.0598461,0.6333404,0.1284549,0.1608251,0.01129566,0.003391177,0.0008727389,0.0002405919,0.001733463],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6728657,"threshold_uncertainty_score":0.8297633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09586756708869328,"score_gpt":0.4535564751356836,"score_spread":0.3576889080469904,"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."}}