{"id":"W6923718945","doi":"10.1371/journal.pone.0311201.s003","title":"Queen’s University ethics approval.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pneumonia; Chest radiograph; Bacterial pneumonia; Viral pneumonia; Procalcitonin; Community-acquired pneumonia; Emergency department; Medical diagnosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02535585,0.0007274724,0.001474064,0.001997704,0.003179017,0.004444732,0.003168833,0.002640038,0.3496576],"category_scores_gemma":[0.03916088,0.0009223238,0.0006512505,0.002086914,0.001998088,0.001380407,0.002784045,0.002881925,0.06665146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003750236,"about_ca_system_score_gemma":0.03498696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006711326,"about_ca_topic_score_gemma":0.02202799,"domain_scores_codex":[0.9822968,0.008678324,0.001613371,0.001879458,0.003991799,0.001540287],"domain_scores_gemma":[0.9636373,0.007702968,0.001144486,0.008495261,0.01385967,0.005160293],"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":[0.002706205,0.0008732683,0.002805899,0.003154918,0.00004524709,0.002273585,0.00501395,0.0003302679,0.001424674,0.04758389,0.8506184,0.08316978],"study_design_scores_gemma":[0.0006682184,0.0004018475,0.00339371,0.0026583,0.00002033454,0.0007888901,0.002017818,0.0004242281,0.0006621794,0.00350595,0.9854251,0.00003342504],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02777693,0.002775643,0.03341651,0.01882663,0.01467109,0.1590956,0.08043713,0.001998222,0.6610023],"genre_scores_gemma":[0.09644977,0.003203825,0.07821675,0.02160458,0.002902511,0.2763126,0.03569848,0.001392343,0.484219],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3496576,"threshold_uncertainty_score":0.9276345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1134282335310183,"score_gpt":0.3570456674385626,"score_spread":0.2436174339075443,"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."}}