{"id":"W4391024360","doi":"10.15353/cjo.v68i3.4604","title":"Clinical Diagnosis","year":2021,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Safety Warnings and Signage","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Optometry; Sign (mathematics); Psychology; Population; Order (exchange); Medical education; Medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004722657,0.0006592961,0.001930926,0.006912223,0.0005721488,0.0005350644,0.00193883,0.0008519921,0.02253135],"category_scores_gemma":[0.002927731,0.0006603055,0.001681624,0.004850332,0.0006473271,0.0007497822,0.00004496924,0.003270046,0.0003380845],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163519,"about_ca_system_score_gemma":0.01364351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00380798,"about_ca_topic_score_gemma":0.002879303,"domain_scores_codex":[0.991869,0.000968082,0.003612081,0.0005730122,0.0009806752,0.00199715],"domain_scores_gemma":[0.9823758,0.001254007,0.00266793,0.0008062279,0.003036904,0.00985911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006181282,0.0001002969,0.882246,0.00003230279,0.001147515,0.02106836,0.0009284308,0.00005769996,0.00002658457,0.00005446362,0.08731896,0.006957613],"study_design_scores_gemma":[0.002387839,0.0005072915,0.8485894,0.0004155838,0.0003529789,0.01060854,0.002671373,0.000006180948,0.0001224401,0.00001467504,0.1337193,0.0006044555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492192,0.02137169,0.0007525904,0.004865927,0.0126249,0.0001602977,0.000219654,0.000009855969,0.01077585],"genre_scores_gemma":[0.989332,0.0005529591,0.002558038,0.002344971,0.002922218,0.000003869587,0.00001178325,0.0001507576,0.002123446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04640033,"threshold_uncertainty_score":0.9995848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03696845321107607,"score_gpt":0.3984067632514178,"score_spread":0.3614383100403418,"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."}}