{"id":"W4409407223","doi":"10.1186/s13690-025-01592-6","title":"Reaching the unreachable: a mixed-method evaluation of multidimensional healthcare model addressing the healthcare service gaps in hard-to-reach Northern riverine Bangladesh","year":2025,"lang":"en","type":"article","venue":"Archives of Public Health","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Uppsala Universitet","keywords":"Health care; Referral; Thematic analysis; Friendship; Government (linguistics); Health services research; Health administration; Nursing; Business; Qualitative research; Medicine; Public relations; Public health; Psychology; Sociology; Economic growth; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006883457,0.0002507224,0.0006931713,0.0004075578,0.0003692792,0.00001624215,0.0003934279,0.00008360622,0.000006738376],"category_scores_gemma":[0.0005500697,0.000158129,0.0001186459,0.0009567659,0.0001075211,0.00009355217,0.0002514845,0.0007292269,0.000002567294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000380773,"about_ca_system_score_gemma":0.004632473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03700249,"about_ca_topic_score_gemma":0.02091604,"domain_scores_codex":[0.9940653,0.002579493,0.001104834,0.0004832043,0.001004442,0.0007627669],"domain_scores_gemma":[0.9971865,0.0006581365,0.0004476592,0.0007449582,0.0005539221,0.0004088603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008153579,0.0009426497,0.1754316,0.006690113,0.0001924776,0.000004400897,0.04019498,0.01180224,0.001446788,0.02685938,0.000595613,0.7350244],"study_design_scores_gemma":[0.002568425,0.0003005874,0.7949644,0.003127021,0.00005228289,0.00003268949,0.004152317,0.1876768,0.00009440516,0.005477535,0.0013977,0.0001558408],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6709787,0.002152911,0.004372413,0.3199155,0.0001463402,0.001667457,0.0001293745,0.00003328978,0.0006040326],"genre_scores_gemma":[0.9661545,0.0001935483,0.01422914,0.01905968,0.00007048811,0.00007690604,0.0001192841,0.00002494528,0.0000715366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7348686,"threshold_uncertainty_score":0.9969497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196016941756618,"score_gpt":0.4039129293785136,"score_spread":0.2843112352028518,"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."}}