{"id":"W3216847709","doi":"10.1002/aet2.10716","title":"Systematic online academic resource (SOAR) review: Endocrine, metabolic, and nutritional disorders","year":2021,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Innovations in Medical Education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Resource (disambiguation); Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003782399,0.000114118,0.0003225225,0.0001274318,0.0001126314,0.00001640081,0.00004032674,0.00006078756,0.0001189864],"category_scores_gemma":[0.002072971,0.000106465,0.00003539746,0.0004448471,0.00008285236,0.00008829271,0.00001978371,0.0003278733,0.000005751303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002644418,"about_ca_system_score_gemma":0.000450213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004278196,"about_ca_topic_score_gemma":0.000002371866,"domain_scores_codex":[0.9988398,0.00008091359,0.0004463803,0.0002436208,0.0002364544,0.0001528328],"domain_scores_gemma":[0.9992843,0.0001176484,0.0001185585,0.0001773098,0.0002025242,0.00009971573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002852549,0.001787877,0.008381654,0.09286864,0.0003662195,0.000009787086,0.01047494,7.633896e-7,0.0008236206,0.07685142,0.08622947,0.7221771],"study_design_scores_gemma":[0.003102272,0.0001055429,0.1343306,0.08188374,0.001714949,0.00364524,0.06132355,0.0005826688,0.0001993644,0.00439895,0.7079887,0.0007243379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5198496,0.3127542,0.0002780498,0.1590387,0.0008668127,0.001341972,0.00001484571,0.0001159202,0.005739963],"genre_scores_gemma":[0.808878,0.09008251,0.0253111,0.06482171,0.00152588,0.0005407128,0.001951466,0.00006682219,0.006821801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7214527,"threshold_uncertainty_score":0.4341517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02521767621227357,"score_gpt":0.3583860926619336,"score_spread":0.33316841644966,"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."}}