{"id":"W4398763576","doi":"10.15402/esj.v10i1.70876","title":"Embrace","year":2024,"lang":"en","type":"article","venue":"Engaged Scholar Journal Community-Engaged Research Teaching and Learning","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7043204,0.0002923984,0.0003140603,0.0007692675,0.5907276,0.005027832,0.0007669159,0.00021785,0.0007070992],"category_scores_gemma":[0.34766,0.0002315657,0.0001638273,0.0001346965,0.0007044832,0.001425561,0.0004179323,0.8236957,0.0001836474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001297495,"about_ca_system_score_gemma":0.0001064515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003997782,"about_ca_topic_score_gemma":0.0002942342,"domain_scores_codex":[0.4398357,0.5586383,0.0002727912,0.0001992704,0.0004908608,0.0005630141],"domain_scores_gemma":[0.8855838,0.1133809,0.00007484981,0.0004145107,0.0002587007,0.0002873113],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002325167,0.00008410029,0.00005195448,0.0001057127,0.0001564127,0.000127832,0.940606,0.00003115016,0.002807067,0.004426924,0.01445471,0.03712491],"study_design_scores_gemma":[0.0001676769,0.0002060086,0.00006579049,0.0002847716,0.00001764394,0.0001859813,0.5244284,0.0001835073,0.00002516011,0.001204708,0.473073,0.0001572983],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9146479,0.0113227,0.0001866439,0.002227408,0.0006327895,0.0001740255,0.000006653783,0.0008716632,0.06993026],"genre_scores_gemma":[0.9667809,0.0006809072,0.0004576449,0.0001375432,0.00118892,0.00001174274,0.00001828938,0.0000788516,0.0306452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8234779,"threshold_uncertainty_score":0.9960051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1407080507224718,"score_gpt":0.3644244295020987,"score_spread":0.2237163787796269,"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."}}