{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002360994,0.001036674,0.0008876946,0.001337281,0.001856436,0.005823956,0.001698097,0.004355795,0.6390383],"category_scores_gemma":[0.008974751,0.0004276787,0.0008263651,0.001005105,0.0007012329,0.003274959,0.004818818,0.003490529,0.4713963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001292369,"about_ca_system_score_gemma":0.003508183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009996049,"about_ca_topic_score_gemma":0.003286882,"domain_scores_codex":[0.9983681,0.0002412641,0.00006777209,0.0002782999,0.0007638767,0.0002807524],"domain_scores_gemma":[0.9885693,0.0005000102,0.000246438,0.0004574317,0.004360002,0.005866917],"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":[0.00001616387,0.00001131675,0.00004118451,0.00004434874,7.766777e-7,0.00003170163,0.00001565524,0.000006492998,0.00008365835,0.0004675672,0.9807087,0.01857248],"study_design_scores_gemma":[0.00000623791,0.00001785306,0.0000972276,0.00004324211,9.553337e-7,0.00005278154,0.00007564616,0.0000121756,0.00004131259,0.0002964461,0.9993526,0.000003542282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001066896,0.007181503,0.002465393,0.1224264,0.4261609,0.0004320744,0.002223563,0.00315958,0.4348837],"genre_scores_gemma":[0.002354526,0.002524447,0.0007345274,0.01780652,0.02863174,0.0001298494,0.0008043912,0.0005854125,0.9464285],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3609617,"threshold_uncertainty_score":0.5148681,"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."}}