{"id":"W4391821230","doi":"10.20944/preprints202310.0999.v2","title":"Community Paramedicine Supporting Community Needs: A Scoping Review<strong></strong>","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Island Health","funders":"","keywords":"CINAHL; Grey literature; Stakeholder; Community engagement; Inclusion (mineral); Public relations; Stakeholder engagement; Nursing; Medicine; Knowledge management; MEDLINE; Medical education; Psychology; Political science; Computer science","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":[0.03512424,0.001703451,0.00405573,0.02563523,0.003251338,0.008898245,0.002918182,0.006658294,0.006876446],"category_scores_gemma":[0.1283971,0.001563298,0.004588322,0.02339044,0.002271682,0.009160594,0.005807362,0.003517508,0.001320041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00898683,"about_ca_system_score_gemma":0.06122994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01342146,"about_ca_topic_score_gemma":0.02921231,"domain_scores_codex":[0.970737,0.01379278,0.007321656,0.001429382,0.005556014,0.00116318],"domain_scores_gemma":[0.902853,0.06684123,0.01005479,0.001942908,0.01664417,0.001663897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000100576,0.0001025781,0.001206521,0.6525848,0.001117988,0.0003912639,0.004005744,0.0003193368,0.0004015344,0.005796392,0.02371511,0.3102582],"study_design_scores_gemma":[0.00002451367,0.00006258718,0.00125816,0.9158743,0.001419601,0.000211683,0.002226361,0.0001073939,0.0001415046,0.001321068,0.07732328,0.00002942497],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001289295,0.9839479,0.0009598777,0.006371016,0.001263332,0.00168162,0.0002446085,0.0000227877,0.004219468],"genre_scores_gemma":[0.01085185,0.9796881,0.003175783,0.001959919,0.0004256711,0.002841958,0.000314119,0.00001628201,0.0007263366],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03512424,"threshold_uncertainty_score":0.185757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.18613728225129,"score_gpt":0.4292889974067133,"score_spread":0.2431517151554234,"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."}}