{"id":"W4281568562","doi":"10.1007/s43678-022-00328-7","title":"We can persevere and fail, or reform and thrive","year":2022,"lang":"en","type":"letter","venue":"Canadian Journal of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Horizon Health Network; Dalhousie University","funders":"","keywords":"Medicine; Failure to thrive; MEDLINE; Medical emergency; Pediatrics; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005388466,0.0009754834,0.001131663,0.00123129,0.01995617,0.007780761,0.001990214,0.07008083,0.02385371],"category_scores_gemma":[0.03901138,0.0007936913,0.001217085,0.0009697016,0.007342193,0.006431395,0.003687273,0.05673825,0.008498127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01156768,"about_ca_system_score_gemma":0.03354733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09421656,"about_ca_topic_score_gemma":0.2411753,"domain_scores_codex":[0.9939719,0.001390744,0.0005558164,0.0004837899,0.001793318,0.001804368],"domain_scores_gemma":[0.9805859,0.0052871,0.000834539,0.0004309591,0.004118862,0.008742708],"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":[0.00001859266,0.00004614705,0.0009032677,0.00002705079,0.000008199841,0.003202797,0.0004967253,0.00002626994,0.00006109114,0.005042133,0.9862909,0.003876993],"study_design_scores_gemma":[0.0001000283,0.00004425788,0.001673551,0.0004056173,0.00002557266,0.003781893,0.005033539,0.0002671835,0.00009034826,0.01738593,0.9711183,0.00007387327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002705864,0.0003456997,0.00002971875,0.9834936,0.008110888,0.00001056682,0.00001265555,0.000009492135,0.007716786],"genre_scores_gemma":[0.003997352,0.0007121536,0.0001695728,0.9541091,0.0181417,0.00003324463,0.00001236142,0.00002084197,0.02280372],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09421656,"threshold_uncertainty_score":0.1873363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0739119061567751,"score_gpt":0.3193135605251973,"score_spread":0.2454016543684222,"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."}}