{"id":"W7135058069","doi":"10.4187/respcare.20233922955","title":"British Columbia Ventilator Selection Survey","year":2023,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Interior Health","funders":"","keywords":"Purchasing; Capital equipment; Quality (philosophy); Capital expenditure; Noninvasive ventilation; Medical equipment; Selection (genetic algorithm); Nursing staff","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006205193,0.0002578018,0.0002190587,0.001156125,0.001180444,0.0007008547,0.0008874464,0.0004460925,0.01917525],"category_scores_gemma":[0.002890194,0.0002451436,0.0001397405,0.002684638,0.0002467772,0.0002569804,0.0004914805,0.0005675501,0.003497763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01440653,"about_ca_system_score_gemma":0.0158685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9302419,"about_ca_topic_score_gemma":0.9690488,"domain_scores_codex":[0.9990007,0.0001000236,0.00008545906,0.0001005813,0.0004735898,0.0002395185],"domain_scores_gemma":[0.9934521,0.0003524961,0.0005376699,0.0001010639,0.004173406,0.001383265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001288038,0.0001514357,0.6047193,0.0003459661,0.00002519556,0.0002713846,0.001180648,0.00019386,0.0004973931,0.0002307292,0.3536433,0.03861198],"study_design_scores_gemma":[0.00002996667,0.00004679056,0.9520383,0.0001507811,0.000006622018,0.00009712914,0.001948575,0.0001868906,0.00008783225,0.00002930344,0.04535957,0.000018234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.631047,0.00191852,0.0006333949,0.007136888,0.0002239994,0.002302602,0.2205647,0.0002236649,0.1359492],"genre_scores_gemma":[0.8548486,0.002988897,0.001507591,0.005862859,0.00009754309,0.002324005,0.06346868,0.00007125972,0.06883047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06975812,"threshold_uncertainty_score":0.1403378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06904620869698028,"score_gpt":0.3763867666438732,"score_spread":0.3073405579468929,"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."}}