{"id":"W4407719932","doi":"10.46747/cfp.7102e53","title":"The day the pagers exploded","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pager; Computer science; Data science; World Wide Web; Medicine; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008172402,0.0001605169,0.0001662435,0.00009359032,0.00368101,0.00004162095,0.0006171191,0.00009656623,0.000005708425],"category_scores_gemma":[0.00024966,0.00009607941,0.00007912089,0.0004918048,0.0001957916,0.0000574214,0.00006234341,0.0006186392,0.0008792326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002712047,"about_ca_system_score_gemma":0.003652503,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01994621,"about_ca_topic_score_gemma":0.07389804,"domain_scores_codex":[0.9980338,0.0004291604,0.0002905172,0.0002292848,0.0001613371,0.0008558879],"domain_scores_gemma":[0.9965982,0.002309989,0.0000886394,0.0006732453,0.0001228232,0.0002071151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000130416,0.000008400784,0.000807546,0.00002377657,0.00008186197,0.000008217267,0.001463409,0.00001878452,0.0002771921,0.04509946,0.906795,0.04540332],"study_design_scores_gemma":[0.000277238,0.000007209233,0.02486639,0.000158236,0.00002986446,2.722881e-8,0.0120596,0.0002477429,0.00002766052,0.002979469,0.9592249,0.0001216081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03869176,0.0007845943,0.0002310718,0.03229489,0.005522197,0.0009001309,0.00004814947,0.0001156575,0.9214116],"genre_scores_gemma":[0.6533364,0.00006015575,0.00002197209,0.3285199,0.0006855389,0.0001862939,0.0000157527,0.00003723813,0.01713673],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9042748,"threshold_uncertainty_score":0.9998987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03328131563654627,"score_gpt":0.3319208581588877,"score_spread":0.2986395425223415,"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."}}