{"id":"W4405703181","doi":"10.2196/50124","title":"Barriers and Facilitators to the Preadoption of a Computer-Aided Diagnosis Tool for Cervical Cancer: Qualitative Study on Health Care Providers’ Perspectives in Western Cameroon","year":2024,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Qualitative research; Cervical cancer; Health care; Medicine; Nursing; Cancer; Political science; Computer science; Sociology; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035565,0.0001646407,0.0003983531,0.0001749618,0.0000775025,0.00004227129,0.00008894732,0.00004996477,0.0001350673],"category_scores_gemma":[0.00006844888,0.0001121921,0.00008248033,0.0003920042,0.00009368508,0.00007233076,0.00005513153,0.0002531089,0.000001943878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00101351,"about_ca_system_score_gemma":0.0006325891,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008211797,"about_ca_topic_score_gemma":0.01815956,"domain_scores_codex":[0.9983043,0.0002126268,0.0002905018,0.0004926274,0.0004022541,0.0002976907],"domain_scores_gemma":[0.9989696,0.0004056603,0.00003812187,0.0001937699,0.0002000075,0.0001927968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001529216,0.0001448527,0.08026909,0.001907393,0.0001487316,0.000004430423,0.7548441,0.00008343729,0.000009908968,0.00009233449,0.002556137,0.1584104],"study_design_scores_gemma":[0.002486015,0.006347828,0.4947989,0.0006554336,0.00005735795,7.953698e-7,0.4884491,0.0002924539,0.00008626728,0.00003157634,0.006598126,0.0001961275],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637004,0.007909607,0.0001231093,0.02189311,0.0001407535,0.005717211,0.0004547442,0.00003298115,0.00002810482],"genre_scores_gemma":[0.9904661,0.0003809791,0.00004187556,0.0007307082,0.0001996371,0.008087268,0.00000682269,0.00002335193,0.00006328675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4145298,"threshold_uncertainty_score":0.9997565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05913958536170928,"score_gpt":0.4662944673484674,"score_spread":0.4071548819867581,"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."}}