{"id":"W4281796532","doi":"10.1115/1.4054684","title":"Preclinical Evaluation of a Task-Shifting Contraceptive Implant Insertion Device for Use in Low- and Middle-Income Countries","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Devices","topic":"Reproductive Health and Contraception","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada; Michigan Economic Development Corporation","keywords":"Contraceptive implant; Medicine; Population; Implant; Task (project management); Family planning; Medical physics; Surgery; Environmental health; Engineering; Research methodology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001483955,0.0004881995,0.0002897865,0.0005527275,0.0002184563,0.0004077089,0.0005788554,0.000571858,0.003144932],"category_scores_gemma":[0.001343098,0.0002508178,0.0004869156,0.0002248173,0.0004923285,0.0003298837,0.0003419272,0.0005383216,0.0005904129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002247277,"about_ca_system_score_gemma":0.000754767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006262342,"about_ca_topic_score_gemma":0.0008294789,"domain_scores_codex":[0.9992723,0.0001950036,0.00005296299,0.00007240432,0.0002875776,0.0001197572],"domain_scores_gemma":[0.9988913,0.0003988289,0.000234761,0.0001392593,0.0002134696,0.0001223111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00540321,0.01363858,0.01532453,0.001196448,0.0001793171,0.0009979227,0.0006809384,0.004116583,0.8791732,0.001119116,0.00161375,0.07655642],"study_design_scores_gemma":[0.0009123709,0.5119666,0.03467967,0.0002548941,0.0003591369,0.002301604,0.0007735763,0.007818333,0.4171136,0.0003610323,0.02338855,0.00007073672],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892858,0.001547731,0.005857727,0.0001369665,0.0001303436,0.0008146815,0.000347157,0.00005455336,0.001825091],"genre_scores_gemma":[0.984447,0.00187524,0.01053035,0.0001916189,0.0000289722,0.0004840514,0.0003819607,0.00001520306,0.00204558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003144932,"threshold_uncertainty_score":0.01052082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09572927429092795,"score_gpt":0.4069109073532532,"score_spread":0.3111816330623253,"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."}}