{"id":"W4221082570","doi":"10.1007/s12553-022-00655-w","title":"Involvement of frontline clinicians in healthcare technology development: Lessons learned from a ventilator project","year":2022,"lang":"en","type":"article","venue":"Health and Technology","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Simon Fraser University; University of British Columbia; University of British Columbia Hospital","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Context (archaeology); Health care; Agile software development; New product development; Inclusion (mineral); Focus group; Product (mathematics); Best practice; Knowledge management; Process management; Business; Medicine; Computer science; Psychology; Marketing; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.03213708,0.001009867,0.0006338363,0.001023106,0.006731433,0.006372677,0.002872813,0.003849616,0.004213771],"category_scores_gemma":[0.05377419,0.000707007,0.0007157183,0.0006226763,0.005015652,0.005436356,0.009157154,0.004565565,0.001599336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003381639,"about_ca_system_score_gemma":0.009599278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001743261,"about_ca_topic_score_gemma":0.004604302,"domain_scores_codex":[0.9677687,0.02205189,0.001126126,0.001928791,0.004645322,0.002479216],"domain_scores_gemma":[0.9378513,0.03050855,0.002038099,0.003191852,0.009759421,0.01665078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003354326,0.003908751,0.01637665,0.00134454,0.00007314224,0.009073564,0.5131679,0.0009277888,0.01011078,0.004649585,0.03641135,0.4036205],"study_design_scores_gemma":[0.0002305649,0.005033682,0.01223352,0.002582395,0.0001588448,0.01038645,0.5407372,0.002860751,0.01829353,0.009078748,0.3981077,0.0002966803],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8088852,0.005176893,0.07241118,0.0739758,0.001257122,0.001738829,0.0002335456,0.0009598188,0.03536163],"genre_scores_gemma":[0.8594419,0.004559723,0.1007936,0.01199706,0.0003333531,0.001026494,0.0003169837,0.0005945834,0.02093621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03213708,"threshold_uncertainty_score":0.1699592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1311818677007823,"score_gpt":0.4025336299316406,"score_spread":0.2713517622308583,"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."}}