{"id":"W4402636258","doi":"10.1093/qjmed/hcae157","title":"Scientific Business Abstracts","year":2024,"lang":"en","type":"article","venue":"QJM","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; McGill University; Montreal Neurological Institute and Hospital","funders":"Medical Research Council; Newcastle University; National Institute for Health and Care Research","keywords":"Business","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002450486,0.001822865,0.002196803,0.005564505,0.002050714,0.008900807,0.001493996,0.00623086,0.6998435],"category_scores_gemma":[0.01037397,0.0004869458,0.001262699,0.00482528,0.0008136107,0.003045646,0.002431925,0.003343096,0.6720725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002504842,"about_ca_system_score_gemma":0.003861703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001415855,"about_ca_topic_score_gemma":0.002057977,"domain_scores_codex":[0.9980534,0.0001583515,0.00009497433,0.0002535609,0.001220328,0.0002193947],"domain_scores_gemma":[0.9921945,0.000487878,0.0005027787,0.0003594818,0.004222554,0.002232732],"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":[0.00002652928,0.00002043867,0.0000348418,0.0001689036,0.000003009152,0.00002016295,0.000005184118,0.00001682369,0.0001586902,0.0008339606,0.9712649,0.02744653],"study_design_scores_gemma":[0.00002348412,0.00001853636,0.0004383597,0.0001340924,0.000004323806,0.00002165769,0.00001771821,0.00004580033,0.00009190275,0.001421488,0.9977779,0.000004808664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006696427,0.01776405,0.0009082816,0.05276722,0.07462699,0.0005027707,0.006629543,0.0008106817,0.8453208],"genre_scores_gemma":[0.001841163,0.005345704,0.0002577186,0.005647178,0.02227496,0.000172051,0.002446805,0.0001795209,0.961835],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6998435,"threshold_uncertainty_score":0.4281368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05060676252739264,"score_gpt":0.2099717510992769,"score_spread":0.1593649885718842,"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."}}