{"id":"W7154452501","doi":"10.51362/neonatology.today/20231811-5254","title":"When an Alarm is not an Alarm, the Monitor that Cried Wolf","year":2023,"lang":"","type":"article","venue":"Neonatology Today","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"ALARM; Noise (video); Manual fire alarm activation; Terminal (telecommunication); Set (abstract data type)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00182157,0.000824072,0.001237684,0.0006854787,0.001389161,0.00006100424,0.001424064,0.002601284,0.001332093],"category_scores_gemma":[0.0005431091,0.0006663973,0.0002703995,0.0009962699,0.001258852,0.0004540229,0.0004341542,0.003260309,0.001988508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002016512,"about_ca_system_score_gemma":0.0005392742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009032049,"about_ca_topic_score_gemma":0.0002701277,"domain_scores_codex":[0.9929914,0.001275814,0.001085944,0.00159447,0.000852978,0.002199353],"domain_scores_gemma":[0.994661,0.001017434,0.0004234788,0.002710004,0.0003579057,0.0008301768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00114314,0.0006309184,0.5783479,0.0003793204,0.0006590789,0.00148281,0.03482196,0.000007258997,0.00151679,0.003758884,0.01771284,0.3595391],"study_design_scores_gemma":[0.007568349,0.006632519,0.3078119,0.0007961415,0.001237699,0.0008588319,0.02575625,0.003731639,0.06442681,0.008194112,0.5708613,0.002124459],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8878552,0.002084801,0.00004664968,0.09734514,0.009357539,0.001326184,0.00009989112,0.001200944,0.0006836875],"genre_scores_gemma":[0.9840135,0.001441042,0.0002816548,0.009326832,0.001715837,0.0002468206,0.0001492821,0.0001552093,0.002669804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5531484,"threshold_uncertainty_score":0.9999109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09196033358712992,"score_gpt":0.3612959526721959,"score_spread":0.269335619085066,"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."}}