{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009671619,0.0001234846,0.0003207125,0.0001843167,0.0002610298,0.0001692716,0.0001468141,0.0002085915,0.001865458],"category_scores_gemma":[0.0009873213,0.0001978983,0.0001179414,0.001654431,0.00008866057,0.0001100498,0.00009804146,0.0004710706,0.001072371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004474719,"about_ca_system_score_gemma":0.001127989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007042608,"about_ca_topic_score_gemma":0.0612761,"domain_scores_codex":[0.9973457,0.0002776161,0.0003584213,0.0005094383,0.000848902,0.0006599172],"domain_scores_gemma":[0.9981707,0.0001475537,0.00006726992,0.000386154,0.0007200045,0.0005083356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001452993,0.00004454749,0.758455,0.001113136,0.00003617287,0.0006303966,0.00008257227,0.000003517834,0.00665821,0.000002653059,0.1004971,0.1323313],"study_design_scores_gemma":[0.0006796406,0.000316528,0.6239131,0.00009365445,0.000009380222,0.00001994692,0.00008998706,0.000006578266,0.0009879534,0.00000435116,0.373762,0.0001168862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935599,0.003245249,0.000003590566,0.00003273756,0.0003122155,0.0007641038,0.0001054394,0.0004991496,0.001477645],"genre_scores_gemma":[0.9916239,0.0001183286,0.00002794868,0.00153912,0.0004242947,0.0001429347,0.0001785401,0.0001049986,0.005839918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2732649,"threshold_uncertainty_score":0.9997054,"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."}}