{"id":"W4405287850","doi":"10.29173/eureka28836","title":"Student Researcher Spotlight","year":2024,"lang":"en","type":"article","venue":"Eureka","topic":"Myofascial pain diagnosis and treatment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medical education; Mathematics education; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001761805,0.00007633762,0.00005459422,0.00002546909,0.00003667022,0.00005812872,0.000101812,0.00005053525,0.0001680198],"category_scores_gemma":[0.00002432067,0.00005903541,0.00006708597,0.00006581392,0.00002392496,0.000001228655,0.00007693352,0.00005417972,0.0002767768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001260431,"about_ca_system_score_gemma":0.00003433537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001195379,"about_ca_topic_score_gemma":0.00002236472,"domain_scores_codex":[0.9993587,0.0000405806,0.00007371745,0.0002392411,0.0001362978,0.0001514302],"domain_scores_gemma":[0.9997055,0.00001224013,0.00000631232,0.0001952103,0.00002083217,0.00005989602],"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":[0.0000560472,0.0005429381,0.03415801,0.00008987474,0.0005524434,0.0003863892,0.0003915922,0.0000238664,0.186013,0.007145087,0.731535,0.0391058],"study_design_scores_gemma":[0.000126017,0.0001563868,0.02182992,0.00002017268,0.00001138227,0.000004035662,0.00002312172,0.000008997141,0.04900565,0.0001204277,0.9285995,0.00009434994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498282,0.01434317,0.0001171495,0.002190967,0.0004633102,0.0002283087,0.00001840555,0.00005137632,0.03275913],"genre_scores_gemma":[0.9905598,0.0005548991,0.00008155876,0.0002233818,0.000488751,0.00003628787,0.00004093174,0.00001844246,0.007995932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1970646,"threshold_uncertainty_score":0.3557498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01679402376638492,"score_gpt":0.3323785286510199,"score_spread":0.315584504884635,"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."}}