{"id":"W4406117390","doi":"10.47611/jsrhs.v12i4.5905","title":"Biomarker Development for Endometriosis","year":2023,"lang":"en","type":"article","venue":"Journal of Student Research","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College","funders":"","keywords":"Endometriosis; Biomarker; Medicine; Internal medicine; Biology; Genetics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006052245,0.0001115141,0.0003976722,0.003574416,0.0002200661,0.00007311118,0.0002764013,0.00005816996,0.0001359518],"category_scores_gemma":[0.008759322,0.00007317552,0.000245154,0.003116358,0.00007660741,0.00008323388,0.0001824923,0.0003836605,0.0002059254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005159202,"about_ca_system_score_gemma":0.0006246116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004390696,"about_ca_topic_score_gemma":0.000002988867,"domain_scores_codex":[0.995529,0.0001363595,0.0005644957,0.0001735351,0.002905351,0.0006912461],"domain_scores_gemma":[0.9910294,0.006460448,0.0001050244,0.000193216,0.001751338,0.0004606044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003724502,0.004256979,0.2374325,0.0006434613,0.004709588,0.002749289,0.001653286,0.000005516394,0.03271738,0.0002712672,0.1524066,0.5594296],"study_design_scores_gemma":[0.01057,0.003663832,0.5285267,0.0002629624,0.00005879145,0.0001729514,0.001304404,0.00001965484,0.02531101,0.0001104783,0.4298839,0.0001153356],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916829,0.001611785,0.000137161,0.003417417,0.0001678651,0.001189643,0.000004581075,0.00002248431,0.001766095],"genre_scores_gemma":[0.9903923,0.003228767,0.002388492,0.00003372258,0.0002167396,0.0001358287,0.000008400194,0.00002489441,0.003570813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5593143,"threshold_uncertainty_score":0.9995903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3793386012330796,"score_gpt":0.5430199756663503,"score_spread":0.1636813744332707,"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."}}